Compare AI agents for your task
Choose up to three products. Compare their documented fit, pricing and requirements before opening the official sources.
These are documented features and editorial fit notes. A recorded task run does not test every capability. Confirm current prices and allowances with the provider.
Editorial comparisons
- A ChatGPT account with deep research entitlement
Available inside ChatGPT; free access is limited to a small number of queries, while paid plans receive higher monthly limits.
Official pricing ↗Pricing review pending
- A research question or prompt
- Optional uploaded files or spreadsheets
- Optional trusted-site restrictions or connected apps
- A cited research report in the chat
- A summary of the steps and sources used
- Graphs and images embedded in reports
- Select deep research in the ChatGPT composer and enter the query
- Attach files or spreadsheets for context
- Track progress in the steps/sources sidebar
- Review and verify the final report and citations
- Can hallucinate facts or make incorrect inferences
- May struggle to distinguish authoritative information from rumours
- Weak confidence calibration
- Reports can contain minor formatting or citation errors
- Takes roughly 5-30 minutes and is compute-intensive
Reviewed
- A supported Google account
- A research question and scope
- Optional approved source files
Access and usage allowances depend on the Google account and plan. Confirm current Deep Research limits on the official subscriptions page.
Official pricing ↗Pricing review pending
- A research question
- Approval or edits to a multi-step research plan
- A comprehensive report with key findings and source links
- Export to Google Docs
- Follow-up refinements
- Enter the question in Gemini
- Revise or approve the generated multi-step research plan
- Wait while Gemini browses and refines its analysis
- Review the report, export it to Docs, or ask follow-ups
- Report claims and citations still need review
- Connected private sources require account access and permission
- Usage limits and regional availability depend on the account
Reviewed
- Web account
- Free or paid Elicit plan
Free plan plus paid Plus/Pro tiers and Enterprise, with academic options.
Official pricing ↗Pricing review pending
- A research question
- Optional uploaded documents
- Optional columns for data extraction
- Cited research reports
- Evidence and extraction tables
- Figures, calculations, bioinformatics analyses, and slides
- Type a research question
- Review retrieved papers and the generated report
- Refine columns and screen papers
- Export the report or tables
- Focuses on scientific and academic sources
- Reports may need expert verification
- Live collaboration and advanced controls are on paid tiers
Reviewed
- Web account
- Free or paid Undermind plan
Free tier plus paid monthly/annual plans, with separate academic and industry pricing; enterprise custom.
Official pricing ↗Pricing review pending
- A description of the research goal
- Answers to follow-up clarifying questions
- Ranked, relevant papers
- Cited reports and custom tables
- Notifications when relevant papers are published
- Describe what you are working on
- Answer follow-up questions
- Iterate on reports and inspect full texts
- Subscribe to updates for your areas of interest
- Focused on scholarly literature
- Benchmark results are vendor-run
- Paid tiers are required for heavier use
Reviewed
- Manus account
- Credits
Manus uses task-dependent credits. Current subscription prices, included credit amounts and add-on prices remain unverified: the official pricing page was unavailable in our review region.
Official pricing ↗Price check attempted; details unverified:
- A task prompt
- Files and context
- Optional web and tool access
- Completed work products such as reports, slides, websites, and designs
- Files created in its sandbox
- Progress updates and sources
- Describe the task
- Review the plan and intermediate results
- Provide feedback or approvals
- Download the finished work product
- Current prices and free-credit allowances were not verified; regional availability can affect access.
- Credit consumption varies with task complexity
- Plan credits and purchased add-on credits have different expiry rules in the official documentation.
- Autonomous output needs review
- Sandbox actions may require permissions
Reviewed
- Google account
- Eligible plan for some output types
Free usage with limits, plus an upgrade path described in Google's help center.
Official pricing ↗Pricing review pending
- Uploaded or linked sources such as docs, PDFs, slides, and URLs
- Questions and prompts
- Grounded summaries and answers
- Notes and mind maps
- Audio and video overviews, reports, flashcards, quizzes, slide decks, infographics
- Create a notebook
- Add sources
- Ask questions or generate an output type
- Review and export
- Answers are grounded to the sources added
- Output types and usage limits depend on the plan
- Requires a Google account
Reviewed
- Account
- Web browser
The official pricing page requires sign-in. We could not verify current plan prices or credit allowances. Check the billing period, included credits and additional charges in your account before subscribing.
Official pricing ↗Price check attempted; details unverified:
- A prompt or task
- Uploaded files
- Optional URLs and sources
- Research summaries and reports
- Slides, documents, images, and websites
- Agentic work products
- Enter the task
- Choose an agent or skill
- Review the generated output
- Export or iterate
- Pricing details were not readable without login on retrieval
- Agent output should be reviewed
- Feature set changes quickly
Reviewed
- An account
- A trial or paid plan that includes Assistant or Search
Free plan without Assistant/Search, paid Basic and Pro plans, and a 7-day free trial.
Official pricing ↗Pricing review pending
- A research question or search terms
- A collection of papers
- Answers grounded in full-text literature
- Smart Citation reports
- Collections and citation alerts
- Search or ask a question
- Review whether findings are supported or contradicted
- Organize papers into collections
- Set citation alerts
- Free plan excludes Assistant and Search
- Some datasets and API access require the Pro tier
- Focuses on scholarly literature
Reviewed
- Account
- Target website URL
- Optional Google Sheets/Airtable connection
Free tier with monthly credits; paid plans scale credits, websites, and team seats.
Official pricing ↗Pricing review pending
- Website URLs
- Login credentials for gated pages
- Fields described in plain language
- Structured data in Google Sheets or Airtable
- Live spreadsheets
- Change-monitoring alerts
- Paste the page URL
- Review or adjust the AI-proposed columns
- Approve and run the robot
- Connect the output to a sheet or app
- Requires training/configuration per site
- Some sites block scraping
- Credits limit usage
Reviewed
- Account
- Target page URL
- An alert channel
Free plan plus paid business tiers and enterprise/custom options.
Official pricing ↗Pricing review pending
- Page URL
- Selected page region or elements
- Check frequency
- Change alerts by email, Slack, Teams, or Sheets
- AI change summaries
- Change reports
- Enter the page URL
- Select the area to monitor and the frequency
- Choose alert channels
- Review detected changes
- Needs per-page configuration
- Free plan limits pages and check frequency
- Dynamic pages may need tuning
Reviewed
- Account
- Target URL
- Paid plan for monitoring
Monthly/annual plans plus Enterprise and a premium proxy add-on; no free tier was stated on retrieval.
Official pricing ↗Pricing review pending
- Target URL
- A monitoring type such as visual, HTML, keyword, technology, source code, content, availability, WHOIS, sitemap, API, backlink, RSS, or price
- Change alerts and archived versions
- Notifications
- Monitoring history
- Add a URL
- Choose the monitoring type
- Set the schedule and conditions
- Review alerts
- Paid plans
- Requires per-monitor setup
- Many monitoring types can be complex to configure
Reviewed
- Cursor desktop app
- A project
- Account for paid features
Hobby is free with limited usage. Pro is USD 20/month; Teams Standard is USD 40/user/month. Included usage is limited, and on-demand usage can add charges. Taxes are extra where applicable.
Official pricing ↗Pricing checked:
- A codebase or repository
- Natural-language instructions
- Rules and project context
- Code edits and commits
- Plans and agent runs
- Pull requests and reviews
- Install Cursor and open a project
- Describe the task
- Review the plan or diff
- Accept changes or run agents
- Agent output needs review
- Advanced and team features require paid plans
- Large codebases need indexing and context setup
Reviewed
- GitHub account
- Supported IDE or GitHub web
Free is available. Individual monthly subscriptions are Pro at USD 10, Pro+ at USD 39 and Max at USD 100. AI features consume GitHub AI Credits; included base and variable flex credits depend on the plan. Additional credits cost USD 0.01 each.
Official pricing ↗Pricing checked:
- A repository or IDE workspace
- Prompts or assigned issues
- Custom agents and MCP tools
- Code completions and edits
- Agent-generated changes and pull requests
- Code reviews
- Install Copilot in an IDE or use GitHub
- Prompt or assign a task
- Review proposed changes
- Merge completed work
- Requires GitHub and IDE setup
- Agent work needs review
- Premium models are limited by plan
Reviewed
- Claude Pro/Max/Team/Enterprise or Console account
- Terminal or supported IDE
Included with Claude Pro, Max, Team, or Enterprise plans, or billed through a Claude Console account.
Official pricing ↗Pricing review pending
- A codebase repository
- A task description
- Git, command-line, and MCP tools
- Code changes
- Test runs
- Pull requests
- Explanations and plans
- Install Claude Code and sign in
- Describe the task
- Approve permissions for edits and commands
- Review diffs and pull requests
- Requires a paid Claude plan or Console account
- Asks permission before changing files or running commands
- Long tasks still need supervision
Reviewed
- ChatGPT account with Codex access
- Repository for cloud tasks
Available through ChatGPT plans; the pricing page was not retrievable so tier details are unverified.
Official pricing ↗Pricing review pending
- A repository
- A task or issue
- Skills and team standards
- Features, refactors, and migrations
- Pull requests
- Code reviews
- Scheduled agent work
- Connect a repository and account
- Assign or prompt tasks
- Review agent output
- Merge the changes
- Usage and access depend on the connected account or API arrangement
- Generated changes require code review and project-specific testing
Reviewed
- Replit account
A limited Starter plan is available. The pricing page lists Core at USD 18/month billed annually, including USD 20 toward model usage, and Pro from USD 90/month billed annually with USD 100 in credits. Usage beyond allowances and applicable taxes can add to the bill.
Official pricing ↗Pricing checked:
- A text prompt
- Design tweaks
- Optional integrations and data
- Working apps and websites
- Hosted deployment
- Database, authentication, and monitoring setup
- Describe the app
- Answer clarifying questions
- Test the preview
- Iterate and deploy
- Free agent usage is limited
- Generated apps may need refinement
- Best suited to web and app projects
- Publishing can continue consuming credits after development; Starter publishing expires after 30 days and can be republished.
Reviewed
- Lovable account
Free provides five daily build credits, capped at 30/month. Pro starts at USD 25/month for 100 monthly subscription credits, or USD 250 billed annually. Workspace members share credits. Build work, Cloud, app AI and some connectors can draw from the balance after applicable grants.
Official pricing ↗Pricing checked:
- A plain-language description
- Iterative chat messages
- Connectors and repository integrations
- Full-stack web apps and websites
- Hosted deployment
- Authentication, payments, and integrations
- Describe the product
- Preview it in real time
- Refine via chat
- Deploy and host
- Build and usage credits are limited by plan
- Generated apps still need functional and security review
- Domain, deployment and connected-service costs should be checked separately
Reviewed
- v0/Vercel account
Free plan plus paid plans; paid tiers include monthly credits per user.
Official pricing ↗Pricing review pending
- A text prompt
- Templates
- GitHub repositories and integrations
- Working apps and websites
- A deployed Vercel site
- Code pushed to GitHub
- A design system
- Enter a prompt
- Review the generated app
- Edit in design mode
- Deploy to Vercel or sync a repo
- Focused on web and React-style projects
- Credits limit usage
- Generated code needs review
Reviewed
- Web browser
- Account for higher usage
Free entry with paid plans for more usage; tiers are shown on the site.
Official pricing ↗Pricing review pending
- A text prompt
- Figma or GitHub imports
- Templates
- Apps and websites
- Backend infrastructure such as databases, auth, and hosting
- A deployable project
- Describe what to build
- Let Bolt plan and build
- Iterate on errors and features
- Deploy
- GitHub import requires authentication
- Generated code needs review
- Complex apps may need developer follow-up
Reviewed
- Cognition/Devin onboarding
- Repository and tool access
Enterprise-oriented; no public self-serve price is shown and the site routes to a demo.
Official pricing ↗Pricing review pending
- Codebase and repository access
- A task description
- Team tools
- Production code changes
- Tests
- Pull requests
- Onboard and connect repositories and tools
- Assign tasks
- Review Devin's work
- Merge the changes
- Enterprise onboarding
- No public pricing on the site
- Autonomous output requires review
Reviewed
- Desktop install
- Account for paid features
- A codebase
- Prompts and tasks
- Model choice
- Code changes
- Pull requests
- Agent sessions and boards
- Open a project
- Start a session
- Delegate tasks to agents
- Review pull requests and CI
- Agent output needs review
- Some models are free only for a limited period
- Requires a local install
Reviewed
- VS Code or desktop app
- Model/API key or local model
Open-source client is free. Model inference is billed separately through credits or your own provider keys; local models require your own compute. Enterprise options are available.
Official pricing ↗Pricing checked:
- A codebase
- A model/API key or local model
- Rules and skills
- Multi-file edits
- Bash command runs
- Plans, diffs, and checkpoints
- Scheduled and multi-agent work
- Install the extension or desktop app
- Connect a model
- Describe the task
- Approve steps or enable auto-approve
- Model access needs setup through credits, provider keys or your own local compute.
- Configuration needed
- Autonomous actions need oversight
Reviewed
- Python/terminal environment
- LLM API key or local model
- Git repository
Open-source tool; you pay only for the LLM API or local model you connect.
Official pricing ↗Pricing review pending
- A local git codebase
- An LLM API key or local model
- Chat instructions, images, or URLs
- Code edits
- Git commits with messages
- Lint and test runs
- Install Aider
- Configure a model or API key
- Chat changes in the terminal
- Review commits and tests
- Command-line setup required
- Requires an LLM account or local model
- Output depends on the chosen model
Reviewed
- Account
- A data file or Drive connection
Free is available. Plus costs USD 20/month on monthly billing and includes 2,000 monthly credits for one seat. Pro is USD 45/month with 5,000 monthly credits. More complex or repeated analysis can use more credits; check the selected billing cycle before paying.
Official pricing ↗Pricing checked:
- Spreadsheets, CSV, or Excel files
- Google Drive data
- Plain-language questions
- Charts and visualizations
- Reports, slides, and websites
- Exports, images, and video
- Upload data or connect Drive
- Ask questions in plain English
- Review the charts and results
- Export the report
- Credit-based usage
- Results need verification
Reviewed
- Account
- A data source or file
Free plan plus paid Pro and Enterprise plans with per-user and per-workspace pricing.
Official pricing ↗Pricing review pending
- Uploaded files and PDFs
- Connected business tools
- Website tables via the extension
- Live spreadsheets and reports
- Charts and dashboards
- Automatically refreshed data
- Import or connect data
- Ask the AI analyst
- Build or adjust the sheet
- Share or embed the report
- The site states Rows joined Superhuman
- Advanced features and APIs are on higher tiers
- Best suited to tabular data
Reviewed
- Hex account
- Data warehouse or data source
Free individual tier plus Team and Enterprise plans; compute profiles are free or paid.
Official pricing ↗Pricing review pending
- Data warehouse connections
- SQL and Python
- Prompts
- Notebooks
- Interactive data apps and dashboards
- Published apps
- Connect a data source
- Ask a question or write SQL/Python
- Review the notebook
- Publish an app
- Aimed at data teams
- Requires a warehouse or data connection
- Team and enterprise features are paid
Reviewed
- Account
- CSV, Excel, or PDF file
Free plan plus paid Pro tiers with team seats and monthly AI message limits.
Official pricing ↗Pricing review pending
- CSV, Excel, or PDF files
- Prompts
- Dashboards
- Reports
- Charts, tables, presentations, and org charts
- Upload a file
- Let Bricks generate visuals
- Adjust with prompts
- Export or share
- Focused on file-based data
- AI messages are limited by plan
- Complex modeling may need other tools
Reviewed
- Account
- A data source or file
A free plan is available. On monthly billing, Starter is USD 20/month, Max is USD 40/user/month and Business is USD 80/user/month. Advertised first-month prices are USD 10, USD 20/user and USD 40/user respectively; renewal uses the regular monthly price. Message, AI Action and connector limits vary by plan.
Official pricing ↗Pricing checked:
- Connected data sources
- Spreadsheets and files
- Prompts
- Analysis
- Dashboards, reports, and presentations
- Automated data workflows
- Connect a source
- Ask a question
- Review the analysis or dashboard
- Automate the flow
- Messages, AI Actions, file sizes and connected data sources have separate plan limits.
- Some sources need connector setup.
- Check row selection, units, missing values and generated calculations before relying on an analysis.
Reviewed
- Google Sheets or Excel add-on
- Account
- Credentials for source systems
Free plan plus Starter/Pro and Enterprise; a Pro trial is mentioned.
Official pricing ↗Pricing review pending
- Google Sheets or Excel
- Connected systems such as CRM, ads, BI, databases, and finance
- Live spreadsheet data
- Refreshed dashboards
- Alerts and reports
- Install the add-on
- Connect sources
- Import and refresh data
- Build dashboards in the sheet
- Requires connecting external systems
- Advanced automation is paid
- Spreadsheet-bound
Reviewed
- Equals account
- Paid plan
Business and Enterprise plans are shown; no free tier was verified on retrieval.
Official pricing ↗Pricing review pending
- A spreadsheet or workbook
- Connected data sources
- Formulas
- Workbooks and dashboards
- Reports
- Shared analyses
- Create a workbook
- Connect data
- Analyze and build formulas
- Share the result
- Paid plans
- Aimed at teams
- Pricing tiers were not fully readable on retrieval
Reviewed
- Deepnote account
- A data source
- Data sources
- SQL and Python
- Notebooks
- Notebooks
- Data apps and dashboards
- Alerts and reports
- Create a notebook
- Connect data
- Analyze with SQL, Python, or AI
- Share the app or report
- Developer and data-team oriented
- Free plan limits projects
- Some features are on paid plans
Reviewed
- Account
- A data file or open data source
Free plan plus Pro, Plus, Premium, and team plans; annual billing offers discounts.
Official pricing ↗Pricing review pending
- Excel, CSV, PDF, and docs
- Built-in open data sources
- Prompts
- Insights, charts, and summaries
- Slides, docs, and sheets
- Scheduled recurring analyses
- Upload files or pick open data
- Ask questions
- Review figures with their sources
- Schedule recurring analysis
- Usage allowances depend on the plan
- Uploaded data and generated calculations need review
- Scheduled work needs explicit configuration
Reviewed
- Zerve account
- A data source
Pay-as-you-go with introductory credits, plus Pro, Team and Enterprise options. The official page lists inconsistent introductory credit amounts; confirm the current allowance, billing period and model/compute charges at checkout.
Official pricing ↗Pricing checked:
- Data warehouse or sources
- Notebooks and code
- Prompts
- Analyses
- Interactive conversational reports
- Deployments such as APIs, apps, and dashboards
- Connect data
- Work with the agent in a notebook
- Turn the analysis into a report
- Deploy
- The official page gives inconsistent introductory credit amounts; confirm the current allowance and usage charges.
- Data-team oriented
- Platform features are evolving
Reviewed
- Google account
- Eligible Google Workspace or Google AI plan
- Google Sheets file
Requires an eligible Google Workspace or Google AI plan; availability depends on the plan.
Official pricing ↗Pricing review pending
- Google Sheets data, including specific tabs or tables
- Natural-language prompts
- Tables and pivot tables
- Formulas
- Data analysis and insights
- Generated text and images
- Open a Google Sheet
- Click Ask Gemini
- Prompt against a table or tab
- Insert the generated output
- Not available on all plans
- Works best with native Google Sheets files
- Conversation history is lost unless output is inserted
Reviewed
- Opus Clip account
- A video file or supported link
- Paid plan for watermark-free export and more import sources
Free includes 60 credits/month with watermarked exports that expire after three days. Starter is USD 15/month with 150 credits. Pro is USD 29/month, or USD 174 billed annually (USD 14.50/month equivalent), with 300 credits/month and two workspace seats.
Official pricing ↗Pricing checked:
- Long video file or link
- Clip length and timeframe choices
- Optional prompt for a specific moment on Pro
- Vertical and other aspect-ratio short clips
- Animated captions
- Virality score on paid plans
- Titles, descriptions, and hashtags on paid plans
- Choose which clips to keep
- Edit text or timeline on paid plans
- Export or post the approved clips
- Free exports are watermarked on captions, limited to 9:16, and expire after 3 days
- Free import is local video up to 10GB plus YouTube
- Clip length choices stop at 15 minutes
- Editor, B-roll, and scheduler are not on the free plan
Reviewed
- Browser
- Source video
- Paid plan for 4K export, longer storage, and social scheduling
Free plan with limited upload credits and watermarked exports. Paid plans add capacity, higher-resolution exports and branding controls.
Official pricing ↗Pricing review pending
- Long video upload
- Optional prompt or template in Vizard Agent
- Short clips for TikTok, Reels, and Shorts
- Transcript
- Captions and social post suggestions
- Direct or scheduled social posts on paid plans
- Upload the source video
- Review AI clips
- Edit by transcript or timeline
- Download or publish
- Free export is 720p, clips are capped at 10 minutes, and storage is 3 days
- Free uploads are limited to 60 minutes and 1GB
- Watermark removal is a paid-plan feature
- Exact paid prices were not visible in the fetched pricing text
Reviewed
- Klap account
- A speaking video or YouTube link
- Connected social accounts if you schedule posts
One video can be created free as a trial. Continued use requires a paid subscription.
Official pricing ↗Pricing review pending
- YouTube link or uploaded video
- Multiple vertical clips
- Captions
- Virality-style scores
- Posts scheduled to TikTok, YouTube, Instagram, and LinkedIn
- Provide the long video
- Make final touches
- Export or approve scheduled posts
- Works best on videos with speech, such as podcasts, interviews, education, and reviews
- The algorithm relies heavily on speech detection
- Only one video is free before the paid Pro plan
- A separate full pricing table was not on the fetched homepage
Reviewed
- Descript account
- Media file or a Descript recording
- Paid plan for full Underlord access and watermark-free export
Free has limited media and AI usage. Hobbyist costs USD 24/person/month on monthly billing, or USD 16/person/month billed annually, with 10 media hours and 400 AI credits per month. Higher tiers increase allowances and export options.
Official pricing ↗Pricing checked:
- Video or audio
- Text prompt to Underlord
- Script or talking points
- Edited video
- Highlight clips
- Captions
- Draft social posts, show notes, and summaries
- Import or record media
- Review Underlord edits
- Correct the transcript or script
- Export the cut
- Free export is 720p with a watermark and AI tools are limited
- AI features draw from a credit allowance
- Free AI credits are one-time, not monthly
- Publishing text still needs a person to post it
Reviewed
- Paid Castmagic plan
- A recording within the plan's file-size and hour limits
Paid subscriptions with a plan-specific transcription library allowance. Team capacity and collaboration vary by plan.
Official pricing ↗Pricing review pending
- Audio or video file
- YouTube, TikTok, Instagram, Zoom, Drive, RSS, or other imports
- Custom prompts
- Transcript
- Show notes, newsletters, blogs, and social posts
- Video clips and audiograms
- Quote and carousel assets
- Upload or import the recording
- Pick or edit the generated assets
- Regenerate sections you want changed
- Publish outside Castmagic
- No free tier is described on the pricing page
- Transcription hours are capped by plan: 30, 100, or 400 hours in the library
- Hobby files are limited to 10GB
- You still publish the assets yourself
Reviewed
- Captions account or app
- Max plan or higher for the clips feature
- Credits for generative edits
Basic editing has a free plan. The clipping and generative features covered here require a paid plan and consume credits; published pricing varies by platform.
Official pricing ↗Pricing review pending
- Prompt or script
- Existing long video
- Optional AI actor or twin
- Short videos
- Captioned clips
- Translated or lip-dubbed video
- Generated images, music, and B-roll
- Choose a generation or clip style
- Review the edit in chat or the editor
- Export from the app
- Generative tools consume credits and are not on the free plan
- Unused credits roll over only up to three times the monthly allowance
- Listed prices are specifically iOS plans
- Credit cost varies by model and duration
Reviewed
- Submagic account
- Source video within the plan duration
- A connected publishing profile on Pro or Business if posting from Submagic
Starter costs USD 19/member/month on monthly billing, or USD 12/member/month billed annually. It includes 45 credits, equivalent to 15 videos per member each month, with a two-minute video limit. A no-credit-card trial is advertised.
Official pricing ↗Pricing checked:
- Short or long video
- Brand logos, fonts, and custom vocabulary on higher plans
- Captioned short video
- Hook titles and descriptions
- Cleaned audio and trimmed silences on higher plans
- Social publishing on Pro and Business
- Upload the video
- Pick a caption template
- Review cuts and B-roll
- Export or publish
- Starter videos are limited to 2 minutes and 15 videos per member monthly
- Pro videos are limited to 5 minutes
- Business is the plan that lists 30-minute videos
- Magic Clips limits on the custom plan are described as custom, not as a public number
Reviewed
- Jasper account
- Brand examples or a voice setup
- Business plan for custom agents, API, and unlimited brand assets
Pro is USD 69 per seat/month on monthly billing or USD 59 per seat/month billed yearly, with one seat and a 7-day trial. Business has custom pricing; style guides, visual guidelines and the custom agent builder require Business. Some Business features use credits.
Official pricing ↗Pricing checked:
- Brief or prompt
- Brand voice samples and knowledge files
- Audience definitions
- Marketing copy
- Remixed content for other channels
- Images
- Agent-run marketing workflow results
- Add brand voice and knowledge
- Review drafts in the editor
- Approve content before publishing
- Pro is a single seat unless you move to Business
- Style guide, visual guidelines, and the no-code agent builder are Business features
- Some agent and GEO features use credits on Business
- The trial is 7 days, not an ongoing free plan
Reviewed
- Copy.ai account
- Paid Chat or workflow plan
- Enough workflow credits for automated runs
Chat is USD 29/month, or USD 24/month billed USD 288/year, including 5 seats. Growth is USD 1,000/month billed USD 12,000/year, with 75 seats and 20,000 workflow credits/month. Automated workflows have separate allowances; the Chat price is not the Growth workflow price.
Official pricing ↗Pricing checked:
- Prompt or brief
- Workflow configuration
- Connected GTM systems on guided Enterprise setups
- Chat drafts
- Workflow-generated sales and marketing assets
- Pick Chat or a workflow plan
- Describe the asset
- Review outputs before use
- Workflow credits, not Chat words, limit automation runs
- Growth and above are annual commitments at the listed prices
- The pricing page does not describe a permanent free plan
- Video repurposing is not described
Reviewed
- Lindy seat
- Connected inbox, calendar, or Slack
- Credits remaining in the shared pool
Paid usage starts at USD 29.99 per active user/month with 3,000 credits; team credits are pooled. The public page calls this Team and offers larger credit allocations. Top-ups are USD 10 per 1,000 credits; plan credits reset, purchased top-ups carry over. The public page advertises USD 50 of free credits lasting seven days, while pricing docs still restrict the free week to eligible Slack joins and say direct signups are billed immediately. Confirm the signup terms before proceeding.
Official pricing ↗Pricing checked:
- Email and calendar connections
- Slack mentions or messages
- Meeting recordings
- Plain-language requests
- Draft replies
- Meeting notes, prep, and follow-up
- Scheduled routines
- Research reports and other work artifacts
- Connect inboxes and tools
- Approve emails, ticket updates, posts, or published docs
- Top up or change plans when credits run out
- Actions with outside impact wait for approval
- Plan credits do not roll over; purchased top-up credits carry over
- Low credits pause credit-using actions
- Connected inboxes are capped by plan, up to 5
Reviewed
- Gmail or Outlook account
- Permission for the notetaker to join calls
- A paid plan for automatic inbox sorting and reply drafting
Free includes 400 monthly credits but not the paid inbox sorting and reply-drafting features. On monthly billing, Pro is USD 49 per person/month and Team is USD 99 per person/month. The pricing page offers a 14-day paid-plan trial and unlimited credits for the first three months, then 3,000 credits per paid Pro member or 6,000 per paid Team member, pooled for Team. Annual billing has different rates; Enterprise needs a quote.
Official pricing ↗Pricing checked:
- Gmail or Outlook inbox
- Calendar
- Meetings you host or all meetings, based on your setting
- Categorized inbox
- Reply drafts in your voice
- Meeting notes
- A follow-up email left in drafts
- Connect Gmail or Outlook
- Correct categories when sorting is wrong
- Edit and send drafts yourself
- Fyxer drafts email and does not send it
- The meeting host must admit the notetaker
- Free lacks the paid inbox sorting and reply-drafting features
- Confirm multiple-inbox entitlements and Enterprise contract terms before rollout
Reviewed
- Google or Outlook account
- A supported meeting or an uploaded recording
- Paid plan for video recording, analytics, and API access
Free plan with limited storage and AI summaries. Paid per-seat plans add downloads, integrations and analysis features.
Official pricing ↗Pricing review pending
- Calendar-connected Zoom, Google Meet, or Microsoft Teams meeting
- Uploaded audio or video
- Questions to AskFred
- Transcript
- AI summary
- Tasks and topic trackers
- Email assistant and voice-agent features on the feature list
- Connect Google or Outlook
- Admit the notetaker or use the Chrome extension
- Review notes and decide what follow-up to send
- Free storage and AI summary allowances are limited
- Meeting access, recording consent and connected-app permissions are needed
- Transcription and action items still need accuracy checks
Reviewed
- Bardeen account
- Credits
- A destination sheet or CSV download
An initial credit allowance is available. Continued scraping, qualification and enrichment use paid credits; cost depends on the operation.
Official pricing ↗Pricing review pending
- Search or profile URLs
- Qualification instructions
- Destination such as Google Sheets
- Scraped rows
- Enriched contact fields
- AI qualification labels
- Sheet or CSV export
- Define the scrape and qualification rules
- Run the agent
- Review qualified rows before outreach
- Scraping and enrichment consume credits
- Website access and layout changes can affect automations
- Connected destinations and workflow steps require setup
Reviewed
- Zapier account
- Connected apps
- Agent activity allowance
Free includes 400 activities/month. Agents Pro is USD 400 billed annually (USD 33.33/month equivalent) with 1,500 activities/month. Agents are billed as a separate add-on; activities are not ordinary Zap tasks, and a single run can use several activities.
Official pricing ↗Pricing checked:
- Instructions and company knowledge
- Connected app actions
- Triggers or chat requests
- Completed app actions
- Answers from knowledge sources
- Browsing or search results
- Connect the apps the agent may use
- Teach the agent what to do
- Continue a run when it hits the activity cap
- Actions consume an activity allowance separate from ordinary Zap tasks
- App access, triggers and instructions need configuration
- Test the workflow and review actions before wider use
Reviewed
- Instantly subscription
- Sending accounts
- A lead list within the plan cap
Paid outreach plans with contact and email limits. AI reply features can require a separate or higher-tier offer.
Official pricing ↗Pricing review pending
- Leads or uploaded contacts
- Email account connections
- Sequence copy and schedule
- Sent campaign emails
- Replies in Unibox
- AI-written email drafts
- Lead enrichment from the credits product
- Connect and warm sending accounts
- Load leads and write or approve sequences
- Watch replies and deliverability
- Contact and monthly email caps apply by plan
- AI Reply Agent is listed on the Scale bundle, not the lowest outreach plan
- The page says campaigns run on autopilot only after setup
- Several prices appear twice for monthly and yearly views
Reviewed
- Shortwave account with Gmail or Google Workspace sign-in
- A plan with the required search history, AI usage and filters
Paid per-seat plans with a 14-day trial. The pricing page displays Business USD 30, Premier USD 45 and Max USD 120 per seat/month; confirm the selected billing cycle and business or individual plan before paying. AI search history, daily usage and filter quotas vary by plan. Separate Tasklet automation has its own terms.
Official pricing ↗Pricing checked:
- Email account
- Questions about threads
- Filter rules
- Thread summaries
- Autocomplete drafts
- AI search answers
- Attachment analysis
- Connect the mailbox
- Review AI summaries and drafts
- Send mail yourself
- Gmail or Google Workspace sign-in is required; Microsoft 365 / Exchange is not supported
- Outlook.com forwarding is not native Outlook support and cannot send from that address in the documented setup
- Drafts do not sync between Shortwave and Gmail or other email clients
- AI search history, daily usage and filter quotas vary by plan
- Cross-app automation through Tasklet is a separate product
Reviewed
- Gumloop account
- Access to the business apps the agent should use
- Admin controls if IT must govern connections
Pro starts at $37/month with a 14-day trial, 20,000 monthly credits and an 8% orchestration fee on model usage. Enterprise pricing is custom; confirm the complete usage bill before subscribing.
Official pricing ↗Pricing checked:
- Plain-language task
- Connected apps such as Slack, Gmail, or a CRM
- Triggers and skills
- App updates
- Draft documents and reports
- Dashboards and other artifacts
- Connect the apps
- Describe the trigger and task
- Review agent output before it is relied on
- Usage and the 8% orchestration fee can increase the total beyond the starting subscription.
- It is a builder, so each workflow needs setup
- The official index also documents API and MCP access, which are separate from the team product
- One-off text generation without tools is explicitly not the intended use
Reviewed
- Intercom trial or subscription, or a supported external help desk
- Support content for Fin to use
- At least one Full seat on Intercom's own plans
Fin starts at USD 0.99 per outcome, not per message. Using Intercom also requires the relevant helpdesk subscription; external-helpdesk use has a minimum commitment. Channel usage can cost extra. An outcome can include a completed procedure or a customer not requesting more help.
Official pricing ↗Pricing checked:
- Help center and support content
- Customer conversation
- Connected help desk and external systems for actions
- Customer reply
- Completed workflow or procedure
- Handoff to a human inbox
- Connect content and the help desk
- Set tone and procedures
- Handle conversations Fin hands off
- An outcome can include a customer not asking for more help, not only an explicit confirmation
- You are charged once per conversation
- Email campaigns, SMS, WhatsApp, and phone have separate usage charges
- External-help-desk use has a monthly outcome minimum
Reviewed
- Sales conversation with Sierra
- Company procedures and customer systems
- Channel access for chat, email, voice, or messaging
Quote-based, outcome-oriented enterprise pricing. No self-serve plan amount or free trial was established.
Official pricing ↗Pricing review pending
- SOPs, transcripts, photos, audio, or a plain-English goal
- Customer context from connected systems
- Customer conversations across channels
- Agent actions and next-step workflows
- Performance insights and experiment results
- Share procedures and brand rules
- Review agent changes before shipping
- Talk to Sierra to buy
- No self-serve price on the fetched homepage
- Setup is a build, not an instant upload
- Guardrails and review are part of the stated workflow
- Public case-study quotes are vendor-published
Reviewed
- Demo and commercial agreement
- Procedures for the workflows the agent should run
- Channel connections
Contact the vendor for a quote and demo. Public plan amounts were not established in this review.
Official pricing ↗Pricing review pending
- Natural-language Agent Operating Procedures
- Customer chat, voice, or email
- Business systems needed for the workflow
- Customer replies and completed workflows
- Analytics and test results
- Book a demo
- Write and revise AOPs
- Test changes before release
- No public price on the fetched homepage
- Buying starts with a demo rather than instant signup
- Published customer metrics are on Decagon's own stories
- Behavior changes still need testing and review
Reviewed
- Gorgias account
- Shopify store data
- Support channels you want the agent to cover
The official pricing page describes helpdesk ticket-volume plans and AI charges for resolved conversations, with Voice and SMS add-ons. Exact USD plan and AI rates were not verified in this review; confirm the selected ticket volume and billing period with Gorgias.
Official pricing ↗Pricing review pending
- Shopify store data
- Customer question on a support channel
- On-brand customer replies
- Answers from product question through post-purchase
- Connect the store
- Start the trial or book a demo
- Review conversations the agent does not finish
- Exact AI usage rates and helpdesk charges still need confirmation
- It is positioned for ecommerce, especially Shopify
- Brand and store data have to be connected before it can answer accurately
- Trial length is not stated in the fetched hero text
Reviewed
- Tidio account
- Support content to train Lyro
- Paid Lyro quota for a monthly conversation allowance
Every account starts with 50 Lyro AI conversations once, not a monthly refresh. A 7-day trial is available. Recurring AI conversations require a paid Lyro quota; AI conversations and human billable conversations are separate allowances. Confirm the USD price for your selected quota and monthly or annual billing before paying.
Official pricing ↗Pricing checked:
- FAQ, website, or imported help articles
- Customer chat, email, or social message
- AI reply
- Human handoff
- Product recommendations when a paid Lyro quota is active
- Add support content
- Set guidance and tone
- Take over conversations Lyro cannot resolve
- Free accounts get 50 Lyro conversations once, not a monthly refresh, until a paid Lyro quota is bought
- Lyro replies do not count as human billable conversations
- Standalone Lyro can be bought, but actions and recommendations depend on quota
- The site's resolution-rate wording is a product claim, not an audited result
Reviewed
- Help Scout account
- Docs or other content sources
- Payment method once the resolution trial ends
AI Answers is a monthly-billed add-on at $0.75 per resolution; the page shows the $ symbol without naming a currency, so confirm it at checkout. Only conversations closed without human help count, and each conversation is billed at most once. New accounts get 3 months of unlimited resolutions. Helpdesk seats are listed at $25 (Standard), $45 (Plus) and $75 (Pro) per user per month; the page offers monthly and annual billing without stating which period the listed prices use.
Official pricing ↗Pricing checked:
- Website or knowledge-base sources
- Customer question in the widget or help center
- Instant answer
- Escalation to the human inbox when the customer still needs help
- Add docs or other sources
- Set a monthly resolution cap if you want one
- Reply to escalated conversations
- A resolution is billed only when the customer does not escalate or ask for more help
- Hitting a spending cap turns AI Answers off for the rest of the month
- Free docs are limited to 10 articles and one site
- Phone is through an integration, not native on every plan
Reviewed
- Freshdesk trial or paid plan
- Knowledge base or other content
- Session pack after the included sessions are used
Freshdesk plans are USD per agent per month, billed annually: Growth $19, Pro $55 and Enterprise $89. Freddy AI Agent includes the first 500 sessions once per account on these plans; further sessions cost USD 49 per 100. An email session is a 72-hour window from the customer's first email. Freddy AI Copilot is a separate USD 29 per agent per month add-on (billed annually) for Pro and Enterprise. New accounts start with a 14-day Enterprise trial.
Official pricing ↗Pricing checked:
- Customer email
- Help desk knowledge and configuration
- Agent instructions in AI Agent Studio
- Email replies
- Feedback captured on the interaction
- Handoff into the Freshdesk ticket
- Configure the help desk and knowledge
- Build and test the agent in AI Agent Studio
- Buy more sessions after the included 500
- An email session is a 72-hour window from the customer's first email
- The 500 free sessions are once per account
- Copilot drafting tools are a separate per-agent add-on
- The trial drops to a suspended account if you do not pick a paid plan
Reviewed
- Sales quote
- Existing help desk or contact center
- Historical tickets or knowledge for training
Quote-based plans combining platform and outcome-related charges. A proof-of-value engagement replaces a standard self-serve free trial.
Official pricing ↗Pricing review pending
- Historical support data and knowledge
- Customer chat, email, voice, mobile, or Slack message
- Automated customer response
- Triage and handoff
- QA scores and insight reports
- Request a quote or proof of value
- Connect the help desk and knowledge
- Review handoffs and QA
- No public price or self-serve checkout
- Overage can apply if usage exceeds the purchased volume
- Voice, Slack, and email agents are on Professional and above
- Solve API and some gap-detection tools are Enterprise or add-ons
Reviewed
- Zapier account
- Knowledge sources for the bot
- A page or channel where the bot can run
Free: up to 2 chatbots. Pro: USD 20/month or USD 160 billed yearly for up to 5 chatbots. Advanced: USD 100/month or USD 800 billed yearly for up to 20 chatbots. Custom pricing applies above 20 chatbots.
Official pricing ↗Pricing checked:
- Business knowledge and instructions
- Customer question in the chatbot
- Answer to the visitor
- Lead or support conversation handled by the bot
- Create the bot and add knowledge
- Choose where it is embedded
- Update content when answers are wrong
- Free is limited to 2 chatbots; Pro allows up to 5 and Advanced up to 20.
- Knowledge-source limits remain unverified because the official pricing page is internally inconsistent.
- A Chatbots plan is not an Agents activity allowance or a complete automation-platform subscription.
- It is a chatbot builder, not a full help desk
Reviewed
- An account
- A checked script
- Permission for any personal likeness used
Basic is free with limited video credits. Paid subscriptions unlock downloads and additional features; enterprise pricing is custom.
Official pricing ↗Pricing review pending
- A script, document or idea
- Brand materials and an approved avatar
- A generated presenter video
- Editable scenes and captions
- Review the script, pronunciation and visuals
- Confirm permissions before sharing
- Downloads and logo removal require a paid plan
- Credits and avatar access vary by tier
Reviewed
- An account
- An approved script
- Identity verification for a custom avatar
A limited free plan and premium-feature trial access are available. Paid plans use credits; generation cost varies by model, duration and complexity.
Official pricing ↗Pricing review pending
- An idea or checked script
- Optional authorized avatar footage
- Generated video
- Editable motion elements in AI Studio
- Check narration and timing
- Review the generated scenes
- Free video length and monthly volume are restricted
- Custom avatars require identity verification
Reviewed
- A terminal and a dedicated working folder
- Node.js 22.19 or newer for the npm installation
- Access to a supported model through a subscription, API key or local model
The open-source client is free to install. Model access is separate: a provider subscription, API usage or local-model compute can have its own cost. Pi does not establish an all-in free model allowance.
Official pricing ↗Pricing checked:
- A local workspace and a clear task
- A configured model provider
- Edited files or generated scripts
- A traceable local result
- Inspect generated files and commands
- Run independent checks
- Requires terminal setup and model authentication
- Extensions and permissions need deliberate configuration
- Cross-machine recovery requires a separately configured integration such as the pi-temporal experiment; interrupted commands can have unknown outcomes and still need state checks.
Reviewed
- Installed CLI
- Authenticated account or API access
- An isolated workspace
The official product page advertises free trial access. Ongoing access and usage allowances depend on the account or API arrangement; check current terms.
Official pricing ↗Pricing review pending
- A code task or repository
- Acceptance criteria
- Proposed code changes
- Terminal-based task output
- Review code changes
- Run project-specific tests
- CLI use requires installation and authentication
- A generated patch needs independent validation
Reviewed
- A browser
- An account for plan-specific features
Standard has limited access to advanced searches and Research. Paid individual and enterprise plans extend those allowances.
Official pricing ↗Pricing review pending
- A focused research question
- Optional source files
- A synthesized answer with source links
- Read the underlying sources and check key claims
- Advanced research usage is limited by plan
- Citations do not guarantee that an answer is correct
Reviewed
- A Muse account
- Access to the apps needed for your task
Free access has a usage limit. A paid subscription extends usage; exact prices and allowances were not verified.
Official pricing ↗Pricing review pending
- A task or goal
- Permission to access the relevant apps
- App actions and an activity history
- Plans, reminders and task updates
- Connect the required accounts and set permissions
- Review proposed emails, purchases and completed work
- Actions depend on available connectors and granted permissions
- Free usage is limited
- This listing is based on official documentation, not an Agenlify task test
Reviewed
- A macOS device for the public download
Public pricing and usage allowances were not found on the launch page; verify them in the app before relying on a plan.
Official pricing ↗Pricing review pending
- A personal task and relevant context
- Agent work in a shared workspace
- Check the completed work and any external actions
- The public launch page does not explain pricing or all supported actions
- Agenlify has not run a hands-on task
Reviewed
- An Instinct account and relevant permissions
No public plan price was verified on the official site; check current terms during sign-up.
Official pricing ↗Pricing review pending
- A request by text or call
- Access to relevant apps or devices
- Follow-ups and completed personal tasks
- Grant only needed access and confirm important actions
- The public site does not disclose plan prices or detailed availability
- Tasks involving third parties require review
Reviewed
- A JONI account and supported app
JONI starts at US$49.99/month for 2,000 credits; Pro is US$99.99/month and Max is US$199.99/month. Task use and top-ups consume or add credits; taxes and app-store prices may differ.
Official pricing ↗Pricing checked:
- A goal, files or connected context
- Agent-produced work and action records
- Approve purchases and verify external messages and deliverables
- Different tasks consume different credit amounts
- Credits and app-store charges can add to the subscription
Reviewed
- A Symphony account and relevant business connections
Symphony offers a free starting option. Paid plans add AI credits, agent activity and connected tools; confirm current allowances and billing in the official plan table.
Official pricing ↗Pricing checked:
- Business goals, context and connected services
- Agent activity and business workflow results
- Review permissions, messages and changes made in connected tools
- Agent activity and credits vary by plan
- Integrations need configuration and account access
Reviewed
- A supported computer and provider credentials or subscriptions
bb is free and open source; each connected coding agent uses its own provider subscription or API plan, billed separately.
Official pricing ↗Pricing checked:
- A repository and a bounded development task
- Agent threads, code changes and reviewable work
- Review diffs and run project checks before merging
- Model-provider subscriptions and usage are billed separately
- Local installation and project access are required
Reviewed
- A supported desktop app and coding-agent access
The official product page advertises a 30-day free trial without a credit card. Verify post-trial workspace pricing and separate coding-agent subscription charges.
Official pricing ↗Pricing checked:
- A repository and separate development tasks
- Agent changes in isolated worktrees and reviewable pull requests
- Review plans, diffs and CI before integrating changes
- Connected agent subscriptions can add separate costs
- Parallel work still needs conflict and integration review
Reviewed
- macOS, Windows or Linux and compatible coding-agent access
Classic is free. Pro is advertised at US$20/month or a US$150/year launch offer; connected coding agents use separate subscriptions and their limits.
Official pricing ↗Pricing checked:
- A local project and a development goal
- Assigned agent tasks, code changes and status
- Resolve questions, inspect code and run tests
- Provider subscriptions or API usage remain separate
- The free local app must keep running for local agents to work
Reviewed
- A supported ADE app and repository access
The public product page did not provide a verifiable plan table; confirm ADE charges and connected agent costs before use.
Official pricing ↗Pricing review pending
- A repository and an agent task
- Worktree changes and pull requests
- Inspect diffs, checks and merge decisions
- The public page does not make pricing or provider charges clear
- External agent availability depends on setup
Reviewed
- A Sobot account and supported customer channels
Sobot describes a platform fee, but a team-specific public price was not verified. Ask for a quote covering seats, channels and AI usage.
Official pricing ↗Pricing review pending
- Approved support knowledge and connected channels
- Customer responses, resolved requests and handoff context
- Audit answers and configure escalation to human staff
- Enterprise setup and channel integrations require configuration
- Public pricing is not a reliable quote for a specific team
Reviewed
- Windows PC and a Jarvis licence
- A model key or local Ollama model
A limited-time lifetime licence is advertised at US$9.99 as a one-time payment for up to three devices. Cloud model-provider usage is separate; final regional price appears in Microsoft Store.
Official pricing ↗Pricing checked:
- A bounded desktop task
- Access to the tools needed
- Tool actions and a reviewable result
- Approve sensitive actions and verify changes
- Windows 10 or 11 is required
- Cloud model usage is billed by the model provider
Reviewed
- A beta invitation and access to local assets
The public site is recruiting beta users and does not provide verified plan prices or allowances.
Official pricing ↗Pricing review pending
- Local creative assets and a content goal
- Organized assets, research and draft material
- Review source selection, edits and publishing choices
- The new version is recruiting beta users
- Pricing and full integration availability are not public
Reviewed
- Node.js 20+ and a supported computer
- Access to a Blackbox account or plan
The CLI is open source, but agent execution and model use may be metered. Confirm the applicable account or enterprise rate before running substantial jobs.
Official pricing ↗Pricing review pending
- A repository and a coding goal
- Plans, code changes and reviewable diffs
- Approve plans, inspect changes and run tests
- Model and agent usage may be metered separately
- A local CLI and project access are required
Reviewed
- A business website and FALA access
Free includes 200 messages and 40 voice minutes per month. Starter is US$49/month and Pro is US$149/month. Paid usage beyond the included allowance is billed per message and voice minute at the active plan rate.
Official pricing ↗Pricing checked:
- A website URL, approved answers and handoff rules
- Spoken answers and qualified leads
- Check the knowledge base and test escalation
- Paid plans charge extra for messages and voice minutes beyond the included allowance
- Public product details focus on answers and lead qualification
Reviewed
- A model subscription or API key, plus authorization to act in your signed-in site accounts, since saved-credential use is allowed only when authorized.
Current plan prices and usage allowances were not verified. Confirm the required plan and full running cost with the provider.
Official pricing ↗Pricing review pending
- A browser task, signed-in sites and permitted actions
- Completed browser actions and work across connected sites
- Confirm sensitive actions and inspect the resulting records
- Download and configure the browser and a model subscription or API key
- Payments, posts and messages require confirmation; published benchmark results are vendor claims
Reviewed
- A workspace sized to your traffic with a connected booking calendar; the free plan covers 500 visitors per month and one workspace, while CRM sync and automated workflows require a paid plan.
Free includes 500 visitors/month and one workspace, with site-trained answers and Cal.com demo booking. CRM sync and automated workflows are paid features; confirm the current paid billing period and quote.
Official pricing ↗Pricing checked:
- Website knowledge, qualification rules and a connected booking calendar
- Visitor answers, lead scores and booked meetings
- Check the approved answers, routing rules and booking records
- The free plan covers 500 visitors per month and one workspace
- CRM sync and automated workflows require a paid plan
Reviewed
- The accounts and files the recurring task depends on, plus approval rules and an environment that stays available, whether cloud or your own device.
Current plan prices and usage allowances were not verified. Confirm the required plan and full running cost with the provider.
Official pricing ↗Pricing review pending
- A recurring screen-based task and the accounts or files it needs
- Completed app actions, follow-up drafts or recurring reports
- Watch the run, approve important steps and verify the output
- Cloud virtual machines and bring-your-own-device are different deployment choices
- Recurring work needs the environment, accounts and approval rules configured first
Reviewed
- A paid Plane seat, since Pro supplies 100 Agent credits per seat per month and Business 200, pooled by workspace, with scheduled agent runs kept separate from individual chat credits.
Agent runs are included in paid Plane seats: Pro supplies 100 Agent credits/seat/month and Business 200, pooled by workspace. Enterprise uses your model keys. Free workspaces do not include Plane AI; confirm seat prices.
Official pricing ↗Pricing checked:
- Plane projects, work items, agent instructions and permitted tools
- Triaged items, specifications and standup summaries
- Set scope and escalation rules, then review consequential changes
- Plane AI is unavailable on Free workspaces
- Scheduled agent runs use a shared monthly Agent credit pool, separate from individual chat credits
Reviewed
- Task-specific tools, reference knowledge and an evaluation setup; confirm what integration and model usage the platform plan includes.
Current plan prices and usage allowances were not verified. Confirm the required plan and full running cost with the provider.
Official pricing ↗Pricing review pending
- A business workflow, reference knowledge and connected tools
- Agent actions, research briefs and routed business work
- Define tools and approval boundaries, then evaluate sample runs
- Agents need task-specific tools, knowledge and evaluation setup
- Integration and model usage costs must be checked separately from the platform plan
Reviewed
- Connected social accounts and approved media, plus a paid plan if scheduled auto agents or generated video are needed; free-credit terms differ between official pages and should be confirmed on the account.
The homepage advertises 10 posts/day and 125 agent credits on Free; the pricing page calls its no-card tier Trial with monthly refills. Confirm the active free-tier terms and refill date. Scheduled agents and generated video are paid features.
Official pricing ↗Pricing checked:
- Brand context, connected social accounts and approved media
- A posting plan, draft posts and scheduled content
- Approve drafts and choose whether automatic publishing is allowed
- Scheduled auto agents and generated video require higher paid plans
- Official pages differ on free-credit refill timing; confirm the active account terms
Reviewed
- Approved business knowledge, channel access and configured calendar or business-tool connections for actions that need them.
Current plan prices and usage allowances were not verified. Confirm the required plan and full running cost with the provider.
Official pricing ↗Pricing review pending
- Business knowledge, booking rules and connected channels
- Voice or chat replies, reservations and call transfers
- Test booking rules, review calls and verify human transfers
- Calendar and business-tool actions depend on configured connectors
- Published automation and resolution percentages are vendor claims, not directory tests
Reviewed
- A practice phone line and approved caller guidance; the described trial lasts seven days, and post-trial prices were not verified, so confirm terms before relying on it.
Phoneman offers a seven-day trial. The ongoing subscription price was not verified. Do not assume the separate Medman suite or EHR booking is included.
Official pricing ↗Pricing checked:
- A practice phone line, greeting rules and approved caller guidance
- Call messages and prioritized callback records
- Review the inbox and let staff complete appointment requests
- Phoneman does not yet book appointments or connect to an EHR; Medman is a separate offering
- The described trial lasts seven days; post-trial prices were not verified
Reviewed
- A machine you operate, a configured model provider and approved connected accounts, because free software does not make model inference or hosting free.
OpenClaw software is open source with no hosted subscription tier. Your model provider, machine and optional hosting have separate costs; an API key or eligible model subscription may be required.
Official pricing ↗Pricing checked:
- A configured agent, a model provider and approved connected accounts
- Inbox, calendar and other connected-tool actions
- Choose access boundaries and review actions on connected accounts
- Free software does not make model inference or hosting free
- You operate the machine, model connection and messaging integrations
Reviewed
- A running agent process, a model connection and configured tools or channels; model providers, tool credits and optional cloud hosting are billed separately.
Hermes Agent is MIT-licensed free software. Model providers and optional hosted services charge separately; Nous Portal has its own model/tool credits and billing.
Official pricing ↗Pricing checked:
- A task, a model connection and configured tools or messaging channels
- Research, browser actions and scheduled reports
- Review tool access, inspect outputs and maintain the running environment
- Local scheduled tasks cannot run while the agent process is stopped
- Model providers, tool credits and optional cloud hosting are billed separately
Reviewed
- A connected database or warehouse with defined business metrics; this workflow uses connected tables rather than an unconnected spreadsheet upload.
The official SQL assistant page advertises a 14-day trial without a credit card. Ongoing seat prices, source limits and agent allowances were not verified.
Official pricing ↗Pricing checked:
- A connected database or warehouse and defined business metrics
- Executed SQL, charts and complete dashboards
- Inspect SQL, joins and metric definitions against known results
- This workflow uses connected tables, not an unconnected spreadsheet upload
- A query can run successfully while using the wrong joins or business definitions
Reviewed
- Credentials for connected services plus task-specific configuration; model usage, hosting and plan execution limits are separate cost considerations.
Current plan prices and usage allowances were not verified. Confirm the required plan and full running cost with the provider.
Official pricing ↗Pricing review pending
- A workflow, configured model credentials and connected application data
- Tool actions, research reports and grounded support answers
- Configure approvals, inspect execution logs and review generated outputs
- Templates need the relevant service credentials and task-specific configuration
- Model usage, hosting and plan execution limits are separate cost considerations
Reviewed
- A local codebase and a configured model, with suitable hardware for local models or a separately billed cloud provider key.
The Free app allows two 48-hour provider-key activations per week and unlimited local models. Pro enables unlimited BYOK and multi-agent work; provider tokens and hardware costs are separate. Confirm the paid price currency.
Official pricing ↗Pricing checked:
- A local codebase, change request and configured model
- Code changes, diffs and test feedback
- Review diffs and rerun the relevant tests before shipping
- The free plan limits provider-key activation; multi-agent swarm is a Pro feature
- Local models need suitable hardware; cloud model providers bill usage separately
Reviewed
- Your own model API key with separately billed usage, plus engineering review and a hosting environment for the generated deliverables.
PixelCrew charges no platform fee during alpha, but you supply an OpenRouter, Anthropic or Google Gemini key and pay that provider for model usage. The hosted-key Pro offer is marked coming soon.
Official pricing ↗Pricing checked:
- A website or dashboard brief and a supported model API key
- Research notes, wireframes, a design system and HTML/Tailwind output
- Review the brand direction, generated code and interactions before deployment
- Alpha access requires your own API key and separately billed model usage
- Generated deliverables still need engineering review and a hosting environment
Reviewed
- An authorized connector at the scope your task needs plus enough credits; signup credits are a one-time allowance of 1,500 on the free tier and are consumed by AI tasks.
Free starts with 1,500 non-expiring signup credits and one seat. Monthly Starter is USD 19 per workspace with 70,000 shared credits and unlimited members; larger plans add credits. Credit packs are not yet available.
Official pricing ↗Pricing checked:
- Product context, a commerce task and authorized store or ad data
- Research briefs, listing drafts, creative assets and supported store changes
- Verify product facts, review proposed changes and authorize store actions
- Shopify, WooCommerce and noon connectors have different read/write scopes
- Signup credits are a one-time allowance; AI tasks consume credits
Reviewed
- A connected store or CRM account, approved scripts, contact permissions and configured handoff rules.
Pro is EUR 99/month, currently advertised at EUR 49/month under a launch promotion, with 380 actions/month and up to six agents. Additional actions show $0.34 each; confirm the dollar currency, promotion duration and full quote. Free setup is not an ongoing free plan.
Official pricing ↗Pricing checked:
- Approved scripts, connected store or CRM data and permitted contact rules
- Customer conversations, bookings, follow-ups and transcripts
- Set contact boundaries and handoff rules, then review transcripts and actions
- Outbound calls and messages need approved contact rules and account permissions
- Promotional pricing and extra-action currency need confirmation before purchase
Reviewed
- A supported account, approved workspace access and initial configuration.
The first Dot is included with eligible Pro or Business Premium plans. Enterprise access requires administrator enablement; delegated Codex or ChatGPT tasks still consume their normal allowances.
Official pricing ↗Pricing checked:
- A project goal and approved app connections
- Project updates, drafts and proposed actions
- Define permissions and review consequential work
- Rollout depends on market, plan and workspace administrator settings.
- Outputs can be wrong; review important actions and results.
Reviewed
- A supported account, approved workspace access and initial configuration.
Microsoft identifies Autopilot as usage-based agentic work. A standalone public unit price was not established in the launch announcement; confirm tenant billing and preview terms.
Official pricing ↗Price check attempted; details unverified:
- A role, goal and administrator-approved tenant permissions
- Recurring work updates and coordinated follow-ups
- Set boundaries, budget and stakeholder approval rules
- Private preview was announced for late September 2026; general access is not confirmed.
- Usage-based agent work is separate from everyday subscription usage.
Reviewed
- A supported account and permission to use the supplied material.
Limited free use is listed. Starter is USD 15/month billed annually with 200 credits/month; Plus is USD 39/month billed annually with 1,000 credits/month. Taxes and model-specific costs apply.
Official pricing ↗Pricing checked:
- A shot brief and licensed reference images or video
- Generated clips and alternative visual treatments
- Inspect motion, faces and brand details before export
- Available models and generation allowances depend on the plan.
- Unlimited web offers do not automatically apply to MCP, Canvas or Supercomputer.
Reviewed
- A supported account and permission to use the supplied material.
Current subscription amounts and credit allowances were not verified. Check the official studio billing screen before generating; do not assume API access is included.
Official pricing ↗Price check attempted; details unverified:
- A scene prompt or permitted reference image
- Generated video clips and images
- Check motion, identity consistency and audio alignment
- Model availability, duration and output settings vary by account and plan.
- The public landing page does not establish a complete current subscription price.
Reviewed
- A supported account and permission to use the supplied material.
Free includes 125 one-time credits. Standard is USD 12/month billed annually (USD 144/year), with 625 credits/month; additional credits and API usage have separate costs.
Official pricing ↗Pricing checked:
- A shot brief and approved media assets
- Generated clips and edited creative assets
- Review frames, continuity and export settings
- Free credits are a one-time allocation, not a monthly refill.
- Credit cost varies by model, duration and resolution.
Reviewed
- A supported account and permission to use the supplied material.
Google documents 50 daily Flow credits. AI Pro costs USD 19.99/month and adds 1,000 monthly Flow credits. Daily credits do not roll over; generation costs vary by model and output.
Official pricing ↗Pricing checked:
- A visual brief and permitted image or video references
- Generated videos, images and scene variations
- Review each generation and check the selected model cost
- Free video generation can be unavailable during peak hours.
- Some requests generate multiple outputs and charge per generation.
Reviewed
- A supported account and permission to use the supplied material.
The monthly view lists Plus at USD 30/month with 10,000 credits, Pro at USD 90/month with 40,000, and Ultra at USD 300/month with 150,000. Model, duration and resolution affect consumption.
Official pricing ↗Pricing checked:
- A creative brief, brand references and permitted assets
- Video drafts and related creative variations
- Check brand fidelity and continuity across cuts
- High-resolution and HDR settings can substantially increase credit use.
- Generated media still requires editorial review.
Reviewed
- A supported account and permission to use the supplied material.
Current web subscription prices and allowances were not verified on the public landing page. Confirm credits, commercial terms and API billing in the official product.
Official pricing ↗Price check attempted; details unverified:
- A prompt, reference image or product creative brief
- Generated clips and marketing video drafts
- Review the subject, motion and any product claims
- Generated subjects and motion can require iterative correction.
- Web subscriptions and API pricing must be checked separately.
Reviewed
- A supported account and permission to use the supplied material.
Free includes 10,000 credits/month. Starter normally costs USD 6/month with 30,000 credits and commercial licensing; the observed USD 1 first-month promotion ends October 18. Taxes are extra.
Official pricing ↗Pricing checked:
- An approved script and a licensed voice choice
- A visual brief and permitted reference material
- Generated narration, dubbing or audio assets
- Generated video clips and narrated media assets
- Check pronunciation, timing and voice permissions
- Commercial licensing starts on an eligible paid plan.
- Promotional prices are time-limited; credit usage depends on the feature.
Reviewed
- A supported account, approved workspace access and initial configuration.
Free includes 50 credits/month for eligible individual logins. Pro is USD 20/user/month with 1,000 credits; add-on credits cost USD 0.04 each. Taxes are extra; enterprise eligibility differs.
Official pricing ↗Pricing checked:
- A repository, reproduction steps and acceptance criteria
- Specifications and proposed code changes
- Review the plan, diff and project test results
- Model access varies by plan and region.
- Complex tasks and hooks consume variable amounts of credits.
Reviewed
- A supported account, approved workspace access and initial configuration.
The individual plan is USD 0/month with basic weekly rate limits. Google AI Pro and Ultra offer higher access. Organizational subscriptions and API consumption are billed separately.
Official pricing ↗Pricing checked:
- A codebase, bounded issue and test commands
- Proposed code changes and development artifacts
- Review tool permissions, diffs and verification results
- Free access has weekly rate limits.
- Cloud/API consumption and organizational plans have separate billing terms.
Reviewed
- A supported account, approved workspace access and initial configuration.
Google lists Spark as a benefit for eligible AI Pro and Ultra subscribers in selected countries. The observed US-dollar Pro price is USD 19.99/month; confirm local eligibility and limits.
Official pricing ↗Pricing checked:
- A clear goal and permission boundaries
- Task progress and delegated work results
- Confirm account eligibility and review important actions
- Available only in selected countries and languages on eligible plans.
- A subscription does not guarantee eligibility for every account.
Reviewed
- A supported terminal, desktop or IDE installation
- Project access and a suitable model connection
Free open-source client with some free models. Optional OpenCode Go costs USD 10/month; Go Plus costs USD 40/month per subscribing workspace member. Other providers or local compute have separate costs.
Official pricing ↗Pricing checked:
- A code repository and a reproducible task
- A selected model and its access credentials, if required
- Proposed repository edits and explanations
- Command and test output for human review
- Choose the model and check its billing and data policy
- Configure approval rules before allowing edits or shell commands
- Review the diff, rerun tests and decide whether to keep the change
- Review model access, permissions and every code change; this is an official-source review, not an Agenlify hands-on test.
- Go usage is capped over 5-hour, weekly and monthly windows; allowances vary by model and are not unlimited.
- Client licensing does not determine model licensing, data retention or permission to use confidential code.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Python agent definitions, tool functions and a model configuration
- An agent application with execution state and tool calls
- Test tool confirmation, routing and failure paths before connecting production data.
- This is a development framework, not a ready-made research or website service.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An authorized Word, PowerPoint, Excel or PDF file
- Markdown text for a downstream document workflow
- Compare extracted headings, tables and missing pages against the original file.
- Scanned pages need a separate OCR path; hosted Firecrawl Parse is not the local converter.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A browser task, an agent and an explicitly enabled debugging connection
- Browser actions and reusable helper code
- Confirm the target tabs and approve uploads, purchases and outbound messages separately.
- Remote debugging exposes a powerful control surface; keep access local and limited.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A bounded web task, a browser session and a configured model
- Browser actions and extracted page results
- Inspect visited pages and extracted fields; approve any consequential browser action.
- The MIT library does not include free inference or unlimited hosted browsers.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0 / MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A Cloudflare operation and narrowly scoped account authorization
- JSON API results or changes to Cloudflare resources
- Review the intended account, resource and command before allowing a write operation.
- The CLI is in open beta and does not include Cloudflare service usage.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under AGPL-3.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Prompts, optional documents and configured model connections
- Model responses, document conversations and translated text
- Verify generated claims and check which provider receives each document.
- Deep Research appears in the roadmap; do not assume it is an available research agent.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Documents or embeddings, stable IDs and metadata filters
- Matching records with IDs, metadata and distances
- Use known queries to check retrieval relevance, filtering and persistence.
- A vector database returns retrieval results, not a finished research report.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized text, documents and memory configuration
- Extracted relationships and retrieved memory context
- Inspect extracted entities and remove sensitive or incorrectly linked memories.
- The Postgres graph-store demo is distinct from the licensed production offering.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Public URLs, crawl limits and extraction settings
- Page Markdown and optional extracted fields
- Check robots rules, page completeness and extraction accuracy on a small sample.
- Hosted APIs and optional model-based extraction have separate usage costs.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A model configuration, selected plugins and a bounded task
- Agent execution events and plugin-produced results
- Review the safety notice and restrict plugin permissions before the first run.
- The developer preview can introduce breaking changes; a harness alone is not a finished app.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
License boundary: MIT code; DeepSeek model license. Free-use eligibility and hosted pricing depend on the applicable terms; model inference and compute are separate. No price is verified here.
Official pricing ↗Price check attempted; details unverified:
- A prompt, model weights and a compatible deployment configuration
- Generated language-model tokens
- Evaluate representative prompts and review the model license before deployment.
- Model-weight terms differ from the MIT code license, and local inference needs substantial compute.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
License boundary: Dify license with additional conditions. Free-use eligibility and hosted pricing depend on the applicable terms; model inference and compute are separate. No price is verified here.
Official pricing ↗Price check attempted; details unverified:
- A workflow design, approved documents and model credentials
- An LLM application with configured workflow outputs
- Test retrieval, tool permissions and error handling before exposing the application.
- Dify uses an Apache-based license with additional conditions, not unmodified Apache-2.0.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- macOS on Apple Silicon or Intel, or Windows; use the matching official installer. Linux is on the roadmap.
- An external agent that can run ego-browser locally, plus its own model access. A free browser download does not include paid inference.
- Finish onboarding and verify the intended website login before starting an account task. Importing a session does not establish permission for every action.
The official README lists the browser as free and licenses the repository contents under MIT. External agents, model inference and services used during a task have their own costs.
Official pricing ↗Pricing checked:
- A bounded browser task, an external AI agent and any website access you are authorized to use.
- Optional imported browser sessions, bookmarks and extensions; review what you share before importing.
- Agent-operated pages in a dedicated Space, with page snapshots and any task-specific summaries, downloads or screenshots the workflow actually produces.
- Confirm the account, allowed actions and final result; approve consequential submissions separately.
- Handle login, verification and browser-owned permission prompts yourself; do not give an agent your password in a task prompt.
- macOS and Windows are documented; Linux is not a released platform in the current README.
- Logged-in browser access can expose sensitive account content. Local storage of browser data does not prove that an external agent or model never receives page content.
- The October 24, 2026 changelog for 0.6.1.9 says that loading DRM-protected content disables agent screenshots, recording and PDF capture on that page. Plan another permitted evidence source for those tasks.
- The MIT license covers the repository contents; the browser is a separate free download. Vendor speed and success-rate benchmarks are not an Agenlify comparison or a promise for your websites.
- This update reviews current official documentation. It does not add a recorded product trial, Windows test or cross-browser benchmark.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under AGPL-3.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Permitted URLs or a search query and extraction settings
- Markdown, structured fields or page captures
- Compare extracted content with original pages and enforce crawl and access limits.
- The hosted service includes capabilities that are not guaranteed in a self-hosted deployment.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
The Apache-2.0 client is free. The README documents a limited personal-Google-account free tier; model API, enterprise authentication and compute costs depend on the selected access path.
Official pricing ↗Pricing checked:
- A project or task prompt and authorized Gemini access
- File changes, model responses and tool output
- Approve shell access and verify code changes and external-source claims.
- The documented personal-account free tier has limits; other authentication paths may be billed.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An authorized DOCX, XLSX or PPTX file and an edit request
- Edited documents, spreadsheets or slide files
- Check tracked changes, formulas and saved-file compatibility against the original.
- Local file editing is separate from model calls sent to Genspark or your chosen provider.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A text corpus, indexing configuration and model access
- Graph indexes and context-supported query answers
- Start with a small corpus and inspect extracted entities, source links and indexing costs.
- This research demonstration is in maintenance mode and is not a supported Microsoft service.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An authenticated coding CLI, a local project and a paired client
- Remote session messages, approvals and underlying agent edits
- Verify device pairing and review the underlying agent's commands and code diffs.
- Happy is a wrapper; the coding agent and its model access must be configured separately.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An agent, model configuration, benchmark dataset and environment
- Benchmark run logs, results and optional optimization rollouts
- Check dataset versions, sandbox isolation and scoring before interpreting results.
- Local Docker or cloud environments and model calls incur separate resource costs.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A selected harness, provider credentials and a task request
- Streaming task events, files and execution results
- Test cancellation, error reporting and credential separation before integrating a product.
- The self-hosted edition bundles no model access or trial key.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An instrumented AI application and authorized model requests
- Request traces, gateway responses and usage dashboards
- Redact sensitive prompts and verify routing, retention and cost calculations.
- An observability free tier does not include the cost of routed model inference.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
License boundary: Tencent Hunyuan 3D 2.0 Community License. Free-use eligibility and hosted pricing depend on the applicable terms; model inference and compute are separate. No price is verified here.
Official pricing ↗Price check attempted; details unverified:
- An authorized reference image, model weights and a compatible GPU environment
- A generated mesh and texture assets
- Inspect geometry, textures and reuse rights, and check the regional license restrictions.
- The community license excludes the EU, UK and South Korea; this is not an unrestricted open-source model.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Application code, a model provider and selected integrations
- A runnable application with model and tool interactions
- Test each tool and retrieval component with controlled inputs and failure cases.
- The framework does not provide a ready-made end-user deliverable or free model access.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT core; separate enterprise terms. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Application traces, prompt versions and evaluation datasets
- Trace views, evaluation scores and versioned prompts
- Redact private data and check evaluation criteria and trace retention settings.
- Enterprise folders have separate terms; model-as-judge evaluations can add inference cost.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under AGPL-3.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A permitted web task or script and an optional model connection
- Browser results and exported PandaScript automation
- Replay scripts on sample pages and inspect form submissions and extracted fields.
- Agent-driven creation can use paid inference even when a saved script needs no model call.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Compatible model weights, a prompt and hardware configuration
- Generated tokens or responses from a local model server
- Benchmark memory usage and inspect outputs on representative prompts.
- The MIT runtime does not license every model it can load or eliminate hardware costs.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
License boundary: LobeHub Community License. Free-use eligibility and hosted pricing depend on the applicable terms; model inference and compute are separate. No price is verified here.
Official pricing ↗Price check attempted; details unverified:
- Agent roles, approved context, model connections and schedules
- Agent conversations, scheduled results and workspace records
- Check agent permissions and schedules and inspect results before sharing them.
- The Community License adds commercial derivative-work conditions to Apache-based terms.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Installed agent configurations and authorized provider connections
- Updated agent configuration and routed model requests
- Back up settings and confirm the selected endpoint, model and credential scope.
- Magpie configures existing agents; it does not itself supply free model subscriptions.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized conversation context and memory-store configuration
- Stored memories and relevant context for future queries
- Check what was retained and test deletion, tenant separation and retrieval relevance.
- Managed-platform optimizations and benchmark results are not promises for the open-source SDK.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0 transition; legacy MIT contributions. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A compatible MCP client and explicitly allowed data or tool access
- Protocol tool results and resources consumed by the client
- Inspect each server's access controls before exposing files, repositories or memory.
- These are educational reference servers, not production-ready agents or a complete MCP catalog.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
License boundary: Multica license with hosting, embedding and branding conditions. Free-use eligibility and hosted pricing depend on the applicable terms; model inference and compute are separate. No price is verified here.
Official pricing ↗Price check attempted; details unverified:
- An issue, a configured runtime and authenticated coding CLIs
- Issue-linked run progress, agent comments and proposed code changes
- Review the issue's run history and diff before approving its completion.
- The source-available license restricts third-party hosting and commercial embedding.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A chat task, configured channel, container runtime and model authentication
- Assistant replies, container-executed work and retained context
- Review channel pairing, mounted folders and provider permissions before agent work.
- Container isolation does not make every task safe or include model-inference costs.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- User roles, agent configurations, approved connectors and task prompts
- Assistant results, workspace memory and channel messages
- Check per-user access and connector scope and review scheduled external actions.
- Self-hosting keeps the control plane local, but configured providers can still receive prompts.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A supported model, prompt and local hardware
- Model responses through the CLI or REST API
- Check the selected model's license, resource use and response quality before integration.
- Local software availability does not make every model license or cloud model request free.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A repository, coding task and configured model provider
- Code modifications, diagnostics and debugger or command results
- Review tool permissions and code diffs and rerun the relevant tests.
- This Pi fork is a separate product; its MIT client still needs model access.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized documents, audio or web sources and a model connection
- Source-grounded conversations, search results and podcast outputs
- Open the original sources and verify answers and podcast scripts before sharing.
- A local workspace can still send material to configured cloud models or speech services.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
License boundary: Open WebUI License with branding conditions. Free-use eligibility and hosted pricing depend on the applicable terms; model inference and compute are separate. No price is verified here.
Official pricing ↗Price check attempted; details unverified:
- Prompts, authorized documents and configured model endpoints
- Chat responses, retrieval context and configured tool results
- Check user roles and document access and verify generated answers against sources.
- Current licensing requires preserving Open WebUI branding and tracks mixed-license history.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Python agent definitions, tool functions and provider credentials
- Agent-run results, tool calls and execution traces
- Test guardrails, approval boundaries and tool errors before running real account actions.
- The SDK is a framework; model calls and sandbox resources are not bundled free.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
The MIT template is available without a software license fee. It requires a CopilotKit Intelligence project and license; local evaluation licenses are time-limited. Models, containers and service plans remain separate.
Official pricing ↗Pricing checked:
- Customized agent definitions, policy rules and service configuration
- Agent conversations, governed computer actions and audit records
- Review default admin access and policy enforcement before any shared deployment.
- This alpha template needs CopilotKit Intelligence configuration and a license; local evaluation licenses expire.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A design brief, a design system and configured agent or model access
- Editable design prototypes and project files
- Inspect generated artifacts for layout, accessibility, asset rights and actual functionality.
- A design prototype is not a production deployment; cloud credits and model access are separate.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Specialist roles, source material and configured conversation services
- Editable pages, source-linked research results and agent conversations
- Distinguish fictional sample research from live results and verify every cited source.
- This is an early self-hosted template; live chat, calls and integrations require service configuration.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A repository, a task and an authorized agent backend
- Agent conversation records and proposed repository changes
- Use an isolated backend and inspect diffs and commands before approving changes.
- The documented no-sandbox option gives the agent full access to the host filesystem.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under GPL-3.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A task, selected capabilities and authorized model or managed-service access
- Agent results, persistent context and configured tool actions
- Restrict enabled tools and review persistent context and external actions.
- Early beta features and managed TinyHumans services need separate availability and billing checks.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under GPL-3.0-or-later stated in the README. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A Markdown or MDX folder and a configured editing agent
- Edited knowledge files, links and versioned workspace changes
- Review edits and Git synchronization destinations before sharing a knowledge base.
- The editor integrates other harnesses; those agents and their models need separate setup.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under AGPL-3.0 core; Apache-2.0 CLI and examples. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized resources, session context and configured embedding or language models
- Context files, directory summaries and retrieved memories
- Inspect generated summaries and memories and test access isolation and deletion.
- The core uses AGPL-3.0 while CLI and example components have other licenses.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT core; separate OpenWork EE terms. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Approved local files, a task and configured OpenCode or model access
- File changes, agent results and reusable shared capabilities
- Limit file access and verify shared MCP permissions before accepting external actions.
- The MIT desktop and core differ from the source-available enterprise control plane.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An authorized repository or local task and configured model access
- Security findings, proposed fixes and audited task results
- Validate scanner findings, review remediation diffs and approve every consequential action.
- Security findings still need expert review; the beta is not a security guarantee.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A Git repository, configured coding CLIs and a task prompt
- Isolated agent worktrees, diffs and selected code changes
- Compare candidate diffs and tests before merging a worktree into the main project.
- Orca coordinates external agents; their subscriptions or model usage remain separate.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized document images or PDFs and a selected OCR pipeline
- Recognized text, layout information and supported Markdown or JSON exports
- Compare text, table cells and coordinates with representative source pages.
- OCR extraction does not itself produce a verified analysis or research report.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Agent adapters, business goals, tasks and budget policies
- Agent assignments, run history and cost or governance records
- Review agent permissions, budgets and completed work before allowing autonomous recurring runs.
- The orchestration server needs separately configured agents and model access.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An authenticated coding CLI, a local daemon and a paired client
- Remote agent progress, approvals and underlying code changes
- Confirm device authorization and review commands and diffs from the underlying agent.
- Trusted plugins run with daemon access; the underlying agent is not bundled free.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Vectors, record IDs, payload fields and query filters
- Scored matching points and associated payloads
- Test retrieval relevance and secure the instance before exposing its API.
- The quickstart container is unauthenticated by default; embeddings need a separate model pipeline.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized Markdown collections and a search query
- Ranked document matches and contextual snippets
- Open matched source files and check collection scope and model-download requirements.
- This local retrieval engine finds documents; it is not a cited-report writing service.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0 model weights stated in the README. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A selected checkpoint, prompt and compatible inference framework
- Generated text or reasoning-mode responses
- Review the selected checkpoint license and test outputs and hardware requirements.
- Model checkpoints need a runtime and compute; they are not a ready-made task agent.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- Authorized visual material, a prompt and compatible inference hardware
- Multimodal answers, visual interpretation or supported generated code
- Verify visual claims against the input and test small samples before batch inference.
- Model-level visual coding capability is not the same as a complete website-building workflow.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- An authorized UI screenshot or recording and at least one model-provider connection
- Generated front-end code in a supported stack
- Compare layout with the reference and test accessibility, links and real interactions.
- Generated prototypes do not automatically include production data, security or deployment.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A reproducible repository issue, agent configuration and model access
- A proposed patch and execution trajectory
- Review the trajectory and diff and rerun the failing tests before accepting a patch.
- Maintainers recommend mini-SWE-agent for new work; this listing is the original SWE-agent.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under MIT. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A supported authenticated coding agent and a local development project
- Agent-session controls, approvals and underlying repository edits
- Check remote access and inspect commands and diffs before accepting agent work.
- At least one supported provider must be installed and authenticated separately.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under AGPL-3.0. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A Markdown vault, Git settings and optional external editing agents
- Organized notes, Markdown edits and Git history
- Review changed notes and remote synchronization settings before publishing or sharing.
- AI editing uses separately configured tools; the knowledge-base app is not a research agent.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under Apache-2.0 core; optional AGPL-3.0 components. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A compatible model, authorized training data and suitable compute
- Inference responses, fine-tuned weights and training artifacts
- Inspect training data rights and validate the fine-tuned model on held-out examples.
- Core Apache-2.0 and optional AGPL components have different obligations; training needs compute.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under AGPL-3.0 client; MIT UI framework. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A repository, development task and configured agent access
- Terminal output, code modifications and agent task results
- Review shell execution and code changes and confirm cloud-service billing separately.
- Open-source client licenses do not establish free managed AI or factory-service access.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Whisper code and published weights are MIT-licensed and can be run locally. Hardware, storage and any separately selected hosted transcription service are not included.
Official pricing ↗Pricing checked:
- An authorized audio recording and a selected Whisper model
- A transcript or supported translated speech text
- Listen to representative segments and correct names, timestamps and misrecognized speech.
- Speech recognition alone does not identify action owners or send meeting follow-ups.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Configure the documented runtime and authorized service access before attempting this workflow.
Software or published weights are available under GPL-3.0-or-later editor; marked Apache-2.0 components. Model inference, external services and your own compute are separate; hosted plan prices were not reviewed.
Official pricing ↗Pricing checked:
- A project, development request and configured agent or model access
- Editor changes, agent tool output and reviewable diffs
- Review code changes and tool permissions and rerun relevant project tests.
- The open-source editor and hosted model access have separate licensing and billing boundaries.
- Evidence review only: the product was not installed or tested in this crawl.
Reviewed
- Docker Desktop 4.63 or later, or a standalone Docker Agent installation
- A supported model connection and explicit access to the project and tools
Free Apache-2.0 runtime. Cloud model API usage is billed separately by your provider; local models require your own compute. Docker Desktop, registries and other Docker services have separate terms and possible charges.
Official pricing ↗Pricing checked:
- A YAML agent configuration, a repository and a reproducible error
- Authorized model access or a compatible local model setup
- Agent responses, tool output and proposed code changes
- A reusable agent configuration that can be shared through an OCI registry
- Choose models, review their billing and set permitted tools before running.
- Inspect file changes and command output, then run the repository tests yourself.
- Configuring multiple agents does not guarantee better results or lower model spend; start with one reproducible issue.
- Filesystem and shell tools can change your working environment. Check the actual execution and isolation settings before granting access.
- The GitHub Pages documentation tracks the main branch and may describe unreleased features. Match instructions to your installed release.
- Official-source review only; Agenlify has not run or benchmarked this product.
Reviewed
- A Factory account and a supported desktop or CLI environment
- Authorized repository access and a suitable subscription
USD monthly prices: Pro $20, Plus $100 and Max $200 for individuals. Teams costs $60 per team per month plus $40 per seat per month, for up to 10 seats. Business and Enterprise require a quote. Usage is subject to plan limits; confirm current model access, additional usage and taxes before subscribing.
Official pricing ↗Pricing checked:
- A repository, a reproducible issue and acceptance checks
- Proposed code changes, command output and validation results
- Review every diff and rerun project checks before accepting changes.
- Subscription tiers have different usage and access limits; they are not unlimited compute.
- Repository, shell and connected-service access need explicit permissions.
- Official-source review only; Agenlify has not run a Factory benchmark.
Reviewed
- Node.js/npm and supported coding-agent installations
- Project-level permission to change agent configuration
Local open-source tooling with no hosted subscription described. The repository LICENSE contains Apache-2.0 text, while the README and website label MIT; confirm the applicable terms before redistribution. Underlying coding-agent subscriptions, model inference and local compute remain separate costs.
Official pricing ↗Pricing checked:
- Installed coding agents, a project and workflow configuration
- Shared agent configuration, session visibility, messages and project memory
- Review generated rules, agent permissions and saved memory before adopting the workflow.
- The license file and README disagree; clarify licensing before redistribution.
- Agent support varies by integration; this is a control layer, not a standalone coding agent.
- Local memory and agent access require your own data and permission review.
Reviewed
- A SlideForge account and API credentials or a supported MCP client
USD wallet billing: a slide render costs $0.05, with 60 free slides on signup and a $10 minimum top-up. Image analysis plus rendering costs $0.10 per slide; translation and deck repair are listed at $0.02 per affected slide. Optional subscriptions and Team plans have their own allowances and terms.
Official pricing ↗Pricing checked:
- Structured slide content, supported python-pptx code or an import source
- Rendered slide previews and editable PPTX files
- Check layout, fonts, source content and any calculated values before sharing the deck.
- An API or compatible MCP assistant is needed; this renderer is not a standalone research agent.
- Rendering, imports and add-ons have different billing units.
- Official-source review only; no generated deck was tested by Agenlify.
Reviewed
- A TubeAlfred account and a compatible MCP assistant or REST integration
USD $5 per month includes 3,500 credits shared across MCP and API access. New accounts receive 50 free credits valid for 14 days. An available transcript costs 1 credit; other operations have their own units. Subscription credits expire at period end, taxes may apply, and your AI assistant plan is separate.
Official pricing ↗Pricing checked:
- Public YouTube video URLs or a topic and a compatible assistant or API client
- Available transcripts, video metadata and public-data lookup results
- Compare transcript passages with the original video before using a conclusion.
- Transcripts require available captions; private YouTube Studio analytics are not included.
- One question can trigger several charged tool calls; do not equate messages with credits.
- Data freshness is best effort and no public uptime SLA is included.
Reviewed
- A supported Mac and access to the current Agent FM onboarding flow
- Explicit access permissions for each required file and connected app
The official site advertises starting free without a credit card. Numeric paid prices, ongoing free allowances and trial duration were not publicly verified in this review. Confirm the current plan with Agent FM before relying on it for repeated work.
Official pricing ↗Price check attempted; details unverified:
- A defined office task and authorized access to the files or business apps it needs
- Completed task artifacts, drafts or app changes to review
- Review drafts and requested external actions before approving them.
- The visible download is for macOS; support for other platforms was not confirmed.
- Exact plan prices and ongoing allowances remain unverified.
- Homepage examples do not establish integration reliability or performance.
Reviewed
- An Anyreach account, approved knowledge and configured communication channels
USD pricing: SMB has a $0 monthly base plus usage; Agency is $1,250 per month plus usage. AI Voice starts at $0.19/minute and AI Chat at $0.015/minute. Listed monthly extras include phone numbers $3, chatbot $20 and knowledge base $15; workflows cost $0.002/run. A 14-day trial is advertised. Confirm the quantity basis and applicable extras before launch.
Official pricing ↗Pricing checked:
- Approved business knowledge, conversation channels and workflow rules
- Customer conversations and configured follow-up or integration actions
- Test unsupported questions, handoff behavior and consequential account actions before launch.
- A $0 base plan still incurs usage and potentially recurring add-on charges.
- Check supported regions, number availability and escalation integrations for your deployment.
- Official-source review only; no resolution-rate or voice-quality test was run by Agenlify.
Reviewed
- An Olostep account, API credentials and code or a supported integration
USD prices: a trial includes 500 requests; Starter is $9/month for 5,000 successful requests, Standard $99/month for 200,000, and Scale $399/month for 1 million. Separate credit packs are available and valid for six months. Endpoint credit units, concurrency and plan conditions must be checked before budgeting.
Official pricing ↗Pricing checked:
- Public web URLs, extraction instructions and an API integration
- Page content, structured data, search results or configured monitoring output
- Validate extracted fields, source freshness and allowed access before downstream use.
- An API component does not by itself produce a reviewed research report or a finished workflow.
- Endpoint credit consumption can differ from a simple count of messages or URLs.
- Source access restrictions and changing page structure can affect extraction.
Reviewed
- A business phone number with forwarding or SIP access
- Approved website or document answers, routing rules and supported calendar access
Standalone AIR starts at USD 49/month with 100 minutes. AIR with RingEX is shown as USD 39/month plus USD 30/month for RingEX Core. Overage is USD 0.50/minute, rounded up in 30-second increments; extra bundles and other charges may apply.
Official pricing ↗Pricing checked:
- A business phone number with forwarding or SIP access
- Approved website or document answers, routing rules and supported calendar access
- Call answers, intake details and transfers with context
- Transcripts, recordings and supported appointment actions
- Approve the answering rules, transfer destinations and permitted booking actions.
- Review calls and the actual appointment record before expanding coverage.
- Calendar integrations or SMS links can support scheduling; verify the exact connected workflow.
- The pricing page marks WhatsApp, Calendly and Shopify integrations as coming soon; do not assume they are available.
- RingEX subscription and additional messaging charges are separate from the AIR minute allowance.
Reviewed
- A business line, approved intake questions and routing instructions
- Supported booking tools and explicit escalation rules
The current Free plan has 25 calls/month, then USD 3 per extra call. Pro starts at USD 150/month for 75 calls, with USD 2.50 per extra call at that tier. Enterprise starts at USD 500/month for 300 calls. Planned live-agent involvement is a per-call add-on; confirm its price and your call tier.
Official pricing ↗Pricing checked:
- A business line, approved intake questions and routing instructions
- Supported booking tools and explicit escalation rules
- Qualified caller details, summaries and recordings
- Bookings through configured integrations and human escalation when needed
- Approve the answering rules, transfer destinations and permitted booking actions.
- Review calls and the actual appointment record before expanding coverage.
- AI-initiated escalation has no extra fee according to the product FAQ; planned human verification or scheduling is a paid per-call add-on.
- Per-call quotas are not minute allowances; confirm spam exclusions, overage and contract terms.
- The dental page describes AI reception with optional human support; confirm the exact PMS, plan and staff involvement.
Reviewed
- A business phone number and approved business information
- A supported calendar and transfer destinations for the required plan
Professional is USD 49/month for 250 minutes; Scale USD 149/month for 1,000 minutes; Growth USD 299/month for 2,000 minutes. A seven-day trial is advertised. The extra-minute rate was not verified; confirm it along with add-ons before paying.
Official pricing ↗Pricing checked:
- A business phone number and approved business information
- A supported calendar and transfer destinations for the required plan
- Answers and customized messages
- Appointment links, direct calendar booking or transfers according to plan
- Approve the answering rules, transfer destinations and permitted booking actions.
- Review calls and the actual appointment record before expanding coverage.
- Professional sends appointment links by text; direct calendar booking and warm/live transfers are listed under Scale.
- Growth adds waterfall transfer destinations and custom document training.
- Extra-minute prices, exact supported calendar requirements and transfer-related charges need confirmation.
Reviewed
- Approved practice information, providers and appointment templates
- Compatible PMS access, appointment durations and escalation rules
No public recurring amount or usage allowance was verified on the reviewed product page. Request a quote for your practice, PMS integration, inbound coverage and any outbound campaigns; do not infer a price from supplier revenue case studies.
Official pricing ↗Pricing checked:
- Approved practice information, providers and appointment templates
- Compatible PMS access, appointment durations and escalation rules
- Dental intake and appointments using configured practice rules
- Conversation and appointment visibility in Arini Watchtower
- Approve the answering rules, transfer destinations and permitted booking actions.
- Review calls and the actual appointment record before expanding coverage.
- The site describes cloud and on-premise PMS integration; exact vendor, version and permitted writes require confirmation.
- Outbound reactivation and online scheduling are separate workflows to include explicitly in the quote.
- Supplier production or revenue stories are not independently verified outcomes for your practice.
Reviewed
- A compatible Weave setup and approved practice answers
- An eligible Dental PMS for automatic booking and rescheduling
A public AI Receptionist price, included quota and overage rate were not verified on the reviewed product page. Ask which Weave subscription and receptionist add-on are required, and request a quote for your locations and channels.
Official pricing ↗Pricing checked:
- A compatible Weave setup and approved practice answers
- An eligible Dental PMS for automatic booking and rescheduling
- Calls, texts and appointment requests in a shared inbox
- Automatic bookings and rescheduling only for qualified Dental PMS
- Approve the answering rules, transfer destinations and permitted booking actions.
- Review calls and the actual appointment record before expanding coverage.
- Request collection is described as available for everyone; direct booking and rescheduling are restricted to qualified Dental PMS.
- Phone payment collection, real-time language switching and unscheduled-treatment follow-ups are marked coming soon on the reviewed page.
- Confirm PMS eligibility, rollout availability, pricing and the staff fallback for unanswered questions.
- The official page advertises early access; confirm rollout availability for your practice.
Reviewed
- A Wispr Flow account and supported desktop or mobile app
- Microphone permission and an available network connection
Free dictation has published allowances of 2,000 words per week on desktop and 1,000 on mobile. US Pro list pricing is $15/user/month, or $144/user/year ($12/month equivalent with annual billing), with unlimited dictation.
Official pricing ↗Pricing checked:
- Your spoken message or writing idea
- A supported app with an editable text field
- Optional custom names, dictionary terms and snippets
- Formatted text inserted into the current app
- An editable draft with filler words removed
- Check names, numbers and the intended meaning against what you said.
- Review the destination app and approve sending or publishing yourself.
- Dictation can mishear names or change intended wording; review every consequential message.
- Free dictation is quota-limited; unlimited dictation requires a paid or otherwise eligible plan.
- Notetaker currently runs on Mac and Windows, while dictation is also offered on iOS and Android.
- Microphone access and appropriate participant consent are required when recording meetings.
Reviewed
- The current Raycast AI agent page requires macOS Tahoe and Apple Silicon; confirm support before installing.
- A Pro subscription or eligible trial for AI features
- Required app extensions and permission to connect the relevant accounts
The launcher has a free tier, but Raycast AI requires Pro or an eligible trial. Individual Pro is $10/month or $96/year ($8/month equivalent with annual billing), including 500 AI credits per month; model rates and top-ups affect usage.
Official pricing ↗Pricing checked:
- A prompt, selected text, file or permitted app context
- Configured extensions and connected-account permissions for actions
- Drafts, summaries and answers inside Raycast
- App actions through the tools you configure
- Review drafts and source-dependent answers before using them.
- Confirm the account, records and scope before approving app-changing actions.
- The free launcher is not a free ongoing AI subscription; trials and paid model usage are limited by credits.
- App-connected actions require compatible extensions, configuration and account permissions.
- The new desktop AI agent requires macOS Tahoe and Apple Silicon. Earlier AI chat or launcher features on Windows and mobile are not equivalent to this agent workflow.
- AI answers and actions can be incorrect; review important writing and changes to external records.
Reviewed
- Node.js 22.5 or newer and a compatible AI client for the documented npm workflow
- Permission to install and configure an MCP server or client integration
- A writable local storage location and the runtimes needed for the selected execution tools
The local software is available under the royalty-free Elastic License 2.0, with hosted-service and licensing restrictions. Your AI client, model or API usage and computing costs are separate; the hosted Insight dashboard is a separate offer.
Official pricing ↗Pricing checked:
- Large tool outputs, documents or files you are permitted to process
- A configured supported MCP client and local runtime
- Indexed content and query-relevant retrieved snippets
- Local execution results and supported-client session context
- Review installation, routing rules and execution permissions before enabling integrations.
- Compare retrieved snippets with the original source when completeness matters.
- Hook and session-continuity support differs by client and version; use the official support matrix.
- Local code execution and tool routing require appropriate filesystem and process permissions.
- Retrieved snippets can omit relevant context; retaining an index is not a guarantee of correct reasoning.
- Elastic License 2.0 restricts offering substantial software functionality as a hosted or managed service.
Reviewed
- A supported macOS, Windows, iOS or Android app and internet access
- Google or Microsoft sign-in with calendar and audio permissions
- A paid plan or trial and matching Gmail permissions for automatic follow-up drafts
Basic meeting notes are free; automatic Gmail follow-up drafting requires a paid plan or eligible trial. Business is $14 per active seat per month; Enterprise starts at $35 per seat per month.
Official pricing ↗Pricing checked:
- Meeting audio from your device and optional rough notes
- Google or Microsoft calendar context
- Connected Gmail threads for eligible paid follow-ups
- Enhanced meeting notes, a transcript and action items
- Searchable meeting context and Chat responses
- Editable Gmail follow-up drafts on eligible paid meetings
- Tell participants you are transcribing and confirm the required consent.
- Start capture yourself and add the details that matter to your notes.
- Check commitments, recipients and dates; edit the draft before clicking Send.
- Capture must be started manually; Granola does not attend or record meetings on its own.
- Audio is not kept as a replayable recording; notes and transcripts are processed and stored in the cloud.
- Automatic follow-up drafts are Google-only and require an external guest with no more than 10 attendees; a draft is not guaranteed for every meeting.
- Granola uses anonymized data for its own model improvement unless you opt out; Enterprise disables training by default.
Reviewed
- A Google or Microsoft-based account with a linked calendar
- A supported Mac or Windows meeting setup, or the iPhone app for in-person audio
- Premium or an eligible trial for the built-in follow-up email feature
Meeting capture and general notes are free; built-in follow-up drafting requires Premium or an eligible trial. Premium is $20/month; Team is $19/user/month and Business $34/user/month, with a 2-user minimum for the team plans.
Official pricing ↗Pricing checked:
- Zoom, Google Meet or Microsoft Teams meetings
- Connected Google or Microsoft calendar
- In-person audio captured through the iPhone app
- Recordings or transcripts according to the capture mode
- Searchable meeting summaries and clips
- Paid AI action items and copyable follow-up email drafts
- Confirm recording consent and choose the capture and sharing settings.
- Check speaker names, decisions and task owners against the recording or transcript.
- Edit the follow-up draft, then copy it into your email client and send it yourself.
- Bot-free capture is currently a Mac beta; Windows uses the supported earlier meeting-bot experience.
- The iPhone app records in-person conversations, not phone calls, and is unavailable in China and the listed sanctioned regions.
- Linux, Chromebooks, webinars and breakout-room capture are not supported by the compatibility guide.
- New personal-email accounts may face upcoming-meeting or company-email requirements; check signup eligibility first.
- Meeting content is cloud-processed; Fathom may train its own models on de-identified data according to your settings, with an opt-out available.
Reviewed
- An Otter account with a verified email address
- Web, Mac, Windows, iOS or Android capture, or supported Zoom, Google Meet or Teams access
- Permission to record or upload the meeting and sufficient plan capacity
Basic offers 300 transcription minutes per month, 30 minutes per conversation and 3 lifetime file imports. Pro is $16.99/user/month; Business is $30/user/month before promotions.
Official pricing ↗Pricing checked:
- Live meeting audio or a supported recording within the plan limits
- Optional Google or Microsoft calendar connection
- A prompt describing the follow-up you want to draft
- Live transcripts, meeting summaries and action items
- Searchable conversations and AI Chat answers
- Follow-up text you can edit, copy and send
- Confirm recording consent and review the calendar, recording and auto-sharing settings.
- Correct names, commitments and deadlines in the transcript and action items.
- Check and edit the Chat draft before copying it into email and sending.
- The free minute, import, history and Chat limits can be too small for a busy meeting schedule.
- A Chat reply is draft content; the documented sales-email flow asks you to copy it into email and send it.
- The newer Chat and Work experience is rolling out gradually; connected-app actions depend on account availability and permissions.
- Otter processes recordings in the cloud. Its privacy policy permits proprietary-model training on de-identified audio and transcripts; review data terms before sensitive use.
Reviewed
- A Gamma account and a browser
- Enough AI credits for the selected models and generation
Free includes 400 starter credits that do not renew. Plus, Pro and Ultra add monthly credits and features; check the live billing selector for current paid rates.
Official pricing ↗Pricing checked:
- A prompt, outline or factual source document
- A blog URL, notes, PDF or presentation to repurpose
- Editable presentations and visual documents
- Social carousels and captions
- A hosted website or exported presentation/document
- Verify claims and preserve context from the original source.
- Review exported formatting, mobile layouts and sharing permissions.
- AI credits are metered; the free allowance is a starter pack, not ongoing unlimited AI use.
- Brand removal, API access and custom domains depend on the paid plan.
- A generated hosted page does not establish support for a custom application backend.
Reviewed
- A Krea account and a browser
- A plan with access to the selected video model and enough compute units
Video workflows need a paid plan: monthly Pro $35, Max $105 at 60,000 units, Business $200. Free offers 100 daily units for images and lists video concurrency as 0.
Official pricing ↗Pricing checked:
- Text prompts and creative direction
- Optional start/end frames and reference images
- Generated or enhanced images
- Generated video clips and supported extensions
- Inspect motion, faces, text and visual continuity before export.
- Confirm rights to uploaded images and the license for the chosen plan.
- Model controls, durations, resolution and audio support vary; there is no single allowance shared by every video model.
- Video generation consumes compute units, and retries or extensions require additional generation.
- The free-plan pricing table shows no video concurrency.
Reviewed
- An Ideogram account with a supported sign-in method
- Sufficient credits for the selected model and rendering settings
Free accounts receive weekly slow credits when eligible. With annual billing, Plus costs USD 180/year (USD 15/month equivalent), Pro USD 504/year (USD 42/month equivalent), and Team USD 20/user/month equivalent with at least two users. API usage is billed separately.
Official pricing ↗Pricing checked:
- An image description and any text to render
- Optional style, aspect ratio and color palette settings
- Generated images for review and download
- Remixed or refined image variations
- Check all rendered text, logos and visual claims.
- Choose suitable privacy settings and check input/output rights.
- Generated text and layouts still need inspection and may require another iteration.
- Public content may be shared or remixed under the hosted service terms.
- Free slow-credit eligibility and quantity can vary; credit consumption depends on the model and rendering settings.
Reviewed
- A Napkin account and a desktop browser for visual generation
- Weekly or monthly AI credits for the selected text
Free has 500 weekly AI credits and branded PNG/PDF export. Monthly Plus is $12/person with 10,000 credits; Pro is $30/person with 30,000.
Official pricing ↗Pricing checked:
- Text pasted into Napkin or imported from a document
- The passage to visualize and your desired visual style
- Editable diagrams, flowcharts, mind maps and infographics
- PNG/PDF exports; PPT/SVG on paid plans
- Check that the diagram preserves the meaning of the source text.
- Verify numbers and labels before sharing a generated chart.
- Visual generation is not available on mobile; mobile presentation editing is a separate capability.
- Free exports retain branding, while editable PPT/SVG export is paid.
- A visualized data statement is not an independently checked spreadsheet analysis.
- Individual components of generated output cannot be extracted for separate reuse under the terms.
Reviewed
- An Unsiloed account and API integration or Studio access
- Representative documents and explicit output acceptance criteria
The official page lists Standard at $250/month with up to 20,000 pages and a $0.012/page rate; Growth at $750/month with up to 75,000 pages and a $0.010/page rate. Additional pages use the plan rate. Enterprise and annual discounts require sales contact. The page uses a dollar symbol without an explicit currency code; confirm currency and invoice terms before purchase.
Official pricing ↗Pricing checked:
- PDFs, scans, images, Office documents or spreadsheets you are authorized to process
- An extraction schema and field requirements when structured extraction is needed
- Structured JSON, Markdown, tables and extracted key-value fields
- Compare extracted values, table structure and reading order with the original document.
- Check data handling terms and approve documents before uploading them.
- Official-source review only; Agenlify has not run document accuracy, throughput or security tests.
- Parsing and confidence scores do not replace checking consequential extracted values against the original.
- An API component requires integration and does not deliver a complete research or business workflow by itself.
Reviewed
- Node.js 22 or newer and a Cloudflare account with deployment permissions
- An owner password, a review of account quotas and a plan for backups
Talorys software is free under the MIT license and is designed for Cloudflare free-plan quotas. It is not unlimited free inference: requests, Durable Objects and Workers AI have account-level allowances. On paid Cloudflare plans, usage beyond included amounts can be billed by Cloudflare.
Official pricing ↗Pricing checked:
- Natural-language requests, personal notes, tasks and preferences you authorize for cloud processing
- Schedules and explicit instructions for reminders or AI routines
- Streaming chat replies and editable memories, notes, tasks and projects
- In-app notifications and optional Web Push reminders on enabled devices
- Review task changes, stored memories and scheduled actions for accuracy.
- Check provider usage, data handling terms and backup settings before adding personal information.
- Official-source review only; Agenlify has not installed Talorys or tested its reliability, security or costs.
- Single-user by design; it is not a shared team workspace or a local-only assistant.
- Cloudflare processes stored data and AI prompts. Owning the Cloudflare account does not make inference local or independently verified as private.
- When the AI allocation is exhausted, AI chat waits for the reset; non-AI tasks and reminders can continue.
Reviewed
- Windows / macOS / Linux
Local Free: $0 software plan. Bionic+: USD $20/month; Pro: USD $100/month. Cloud credits cover use beyond the included allowance. Hardware, electricity and model licences are separate considerations.
Official pricing ↗Pricing checked:
- You provide prompts and local documents.
- You receive model responses and document answers.
- Confirm the active model endpoint before sending a confidential document.
- Initial model/runtime downloads require connectivity. Model size must fit your hardware. Offline capability does not establish the privacy of optional cloud services or third-party tools.
Reviewed
- Web; separate API
Basic: $12 billed monthly, or $120 billed yearly ($10/month equivalent), with 1,000 credits/month. Prices exclude VAT. Free outputs are public and not licensed for commercial use. Subscription credits reset; top-ups do not expire. API units are billed separately.
Official pricing ↗Pricing checked:
- You provide a brief or a reference image.
- You receive generated images and editable vectors.
- Inspect exported vector paths at the intended print size and keep the generation-date licence record.
- Free: three generations per style per day, three image uploads per day, up to two images per generation; public, non-commercial output. Paid credits vary by model and operation. API use is outside the subscription allowance.
Reviewed
- Web + API
Free: 2 hours/month, with an Auphonic jingle. Captured annual S plan: 9 hours/month, USD $11/month equivalent, $132 billed yearly. One-time 5 hours: $12 before applicable tax; unused one-time credits do not expire.
Official pricing ↗Pricing checked:
- You provide recorded audio and processing settings.
- You receive processed audio for publishing.
- Listen for clipped words and compare the final loudness with the destination platform requirements.
- Free credits do not roll over and output includes a jingle. Free multitrack productions must stay under 20 minutes. Transcription and some automation require paid access.
Reviewed
- Browser extension
Free: 10 transcripts and 5 AI credits/month. Captured Pro: USD $8/user/month billed annually, unlimited transcripts but 10 AI credits/month. Team: $16.67/user/month billed annually with unlimited AI credits. Monthly billing prices were not captured.
Official pricing ↗Pricing checked:
- You provide supported meeting speech and transcripts.
- You receive transcripts, summaries and follow-up drafts.
- Confirm participant consent and correct speaker attribution before sharing the meeting notes.
- Verify support for your browser and meeting workflow. Transcript and AI allowances are separate.
Reviewed
- Python / Desktop / Docker
Self-hosted/core software: $0 licence fee under MIT. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide a workflow graph, documents, a model connection and tool settings.
- You receive runnable flows, API responses and MCP tools.
- Trace a known question through each component before exposing the workflow to users.
- Running a local canvas does not make a connected cloud model local. Configure authentication before exposing its API; hosted model and database fees are separate.
Reviewed
- Windows / macOS / Linux / Docker
Self-hosted/core software: $0 licence fee under MIT. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide documents, workspace rules and model/embedding connections.
- You receive document-grounded answers and optional agent actions.
- Try a document-access check as both an authorized and an unauthorized workspace member.
- LLM, embedding and vector-store choices determine where data goes and what costs accrue. Retrieved citations still need checking; multi-user capabilities differ by edition.
Reviewed
- Windows / macOS / Linux
Self-hosted/core software: $0 licence fee under Apache-2.0. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide prompts, a downloaded model or provider connection.
- You receive chat responses and local API responses.
- Check which provider will receive a prompt and review permissions for each enabled MCP tool.
- Model size must fit RAM and acceleration support. MCP tools can introduce external connections or actions; local inference alone does not make every tool offline.
Reviewed
- Windows / macOS / Linux / Python
Self-hosted/core software: $0 licence fee under MIT. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide local models, prompts and a LocalDocs collection.
- You receive chat answers and document-retrieval responses.
- Compare a LocalDocs citation with the original page, including dates and numeric units.
- The application licence and individual model licences differ. Linux architecture and available memory constrain model choice; large documents still need retrieval and answer checks.
Reviewed
- Self-hosted server + editor
Self-hosted/core software: $0 licence fee under Apache-2.0 core; ee separate. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide editor code context, repository context and configured models.
- You receive code completions and contextual coding answers.
- Review suggested code for repository conventions and run the relevant project checks.
- Core code is Apache-2.0; the ee directory has separate terms. Hardware, hosting and model licences remain your responsibility. Suggested code requires tests and review.
Reviewed
- Self-hosted web application
Self-hosted/core software: $0 licence fee under MIT. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide chat prompts, files, provider keys and agent/tool settings.
- You receive model responses, file-grounded answers and configured tool results.
- Test provider access and conversation visibility using a non-admin account.
- Provider APIs, hosting and optional services can incur charges. Attached code workspaces are described as highly experimental; keep command/write approval boundaries explicit.
Reviewed
- Python / self-hosted web
Self-hosted/core software: $0 licence fee under Apache-2.0. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide a research question, a source scope and model/search connections.
- You receive a research report with source links, exportable to PDF or Word.
- Open the cited sources and check that each material claim is supported by the linked passage.
- Default setup documents model and search API keys. Research can make multiple calls; set provider budgets. Reports may contain stale or incorrectly interpreted evidence.
Reviewed
- Self-hosted web + integrations
Self-hosted/core software: $0 licence fee under AGPL-3.0. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide personal documents, questions and optional schedules.
- You receive semantic search results, answers and recurring research summaries.
- Check the scope and recipients of a scheduled research result before enabling recurrence.
- Self-hosted code uses AGPL-3.0; model and hosting costs are separate. Local and cloud model routes differ. Review connected-document and notification permissions.
Reviewed
- Python / CLI / API
Self-hosted/core software: $0 licence fee under MIT. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide PDFs, office documents, images or supported document URLs.
- You receive a structured DoclingDocument or an export in Markdown, HTML or JSON.
- Compare merged cells and reading order against the source document before downstream indexing.
- Python 3.10+ is required by the current README. OCR/layout models and optional services have their own requirements and licences. Parsing is not fact verification.
Reviewed
- Docker / self-hosted web
Self-hosted/core software: $0 licence fee under Apache-2.0. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide documents, chunking settings, retrieval questions and model connections.
- You receive inspectable chunks, references and generated answers.
- Check whether the retrieved chunks actually contain the evidence needed to answer the question.
- Model, embedding, storage and parsing resources are separate cost drivers. Current documentation includes release-candidate setup; choose and pin a suitable release before production.
Reviewed
- Python framework
Self-hosted/core software: $0 licence fee under Apache-2.0. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide documents, a component graph, model connections and queries.
- You receive pipeline results, retrieval answers and configured agent actions.
- Evaluate retrieval recall and answer grounding separately on a small labeled question set.
- The Apache-2.0 framework does not include hosted inference or managed enterprise services. You must build deployment, data permissions and operational monitoring.
Reviewed
- Python framework
Self-hosted/core software: $0 licence fee under MIT. Hardware, hosting and connected model/API services are separate. This profile covers the self-managed edition.
Official pricing ↗Pricing checked:
- You provide data connectors, documents, embeddings and questions.
- You receive indexes, retrieval responses and application/agent results.
- Pin integration versions and confirm that parser outputs preserve the fields your application needs.
- MIT framework availability does not include LlamaParse service credits. Model/provider charges and integration versions need separate review; the stated company focus shift affects long-term selection.
Reviewed
- Web
$11 / 5-hour pay-as-you-go pack ($2.20/hour), valid 2 years; VAT excluded.
Official pricing ↗Pricing checked:
- You provide audio/video.
- You receive cleaned media, transcript/summary and timeline export.
- Listen across automatic cuts to confirm that pauses or filler removal did not change the speaker’s intent.
- Rounds audio duration up to whole minutes; review automated cuts for meaning.
Reviewed
- Web
- You upload audio on the free plan; paid access also supports video such as MP4 or MOV.
- You receive a processed recording with enhanced speech.
- Compare consonants and background transitions with the original recording before publishing.
- Free: one file at a time, no strength control. Paid: 4 hours/day, 2 hours/file.
Reviewed
- Web
- You provide a prompt, templates or existing artwork.
- You receive raster exports, with SVG and PDF export available on paid plans.
- Check the licence for every template asset and open the exported SVG in the client’s editing tool.
- Free card and FAQ conflict on commercial rights; confirm licence before client use. Vector export is listed in Pro help.
Reviewed
- Desktop / iPad
- You provide text and reference artwork.
- You receive editable, scalable vectors.
- Inspect anchor points, typography and export dimensions before handing over editable artwork.
- Annual commitment; verify AI entitlement for the selected plan.
Reviewed
- Web, desktop and extensions
Free $0. Pro costs US $12/member/month billed annually ($144/year), or $30/member on monthly billing. The reviewed plans list 100 AI prompts on Free and 2,000 on Pro; Enterprise is quoted separately.
Official pricing ↗Pricing checked:
- You provide a draft and the intended audience or tone.
- You receive writing suggestions and revised text to accept or reject.
- Review names, numeric claims and intended emphasis before accepting a rewrite.
- A fluent rewrite can alter a technical qualification or brand tone. The paid writing plan does not establish the truth of a claim, and app support should be checked for the surfaces your team uses.
Reviewed
- Web writing tools
Free includes 100-word paraphrasing and basic grammar checks. Premium is displayed at US $8.33/month billed annually; its plagiarism allowance is 25,000 words/month. Usage limits vary by tool.
Official pricing ↗Pricing checked:
- You paste source text and select a rewriting or summarizing tool.
- You receive revised wording or a condensed account of the source.
- Compare the rewrite with the source and retain citations for borrowed claims.
- Paraphrasing can change emphasis, and an AI detector score cannot prove authorship. Premium does not make plagiarism checking unlimited.
Reviewed
- Web, Chrome, Edge and iOS
Basic is free with 10 rewrites or AI suggestions/day and 3 summaries/month. Advanced is US $6.99/month billed annually, with 30 rewrites/day and 15 summaries/month; Unlimited is $9.99/month billed annually. Paid plans offer a 3-day card-required trial.
Official pricing ↗Pricing checked:
- You enter a sentence or passage and choose the change you want.
- You receive alternative wording or a summary for editorial review.
- Check that the chosen rewrite preserves the original commitment and level of certainty.
- Daily rewrite limits and monthly summary limits reset on different schedules. Suggested wording can soften a promise or change certainty; the trial requires a payment card.
Reviewed
- Browser video editor
The reviewed annual offer lists Starter at US $25/month ($300/year), with 2,400 video minutes/year, 720 ElevenLabs voice minutes and 1,200 generative AI credits/year. A 14-day trial lists 15 video minutes and 720p export; paid exports reach 1080p.
Official pricing ↗Pricing checked:
- You provide an approved script, article URL or recorded video.
- You receive an edited video with selected visuals, narration and captions.
- Watch the full export for mismatched stock scenes, pronunciation errors and caption timing.
- The pricing page mixes annual headline allowances with a comparison table using other periods. This page uses the explicitly annual Starter card; verify the selected offer before checkout. Stock choices and captions still require editorial review.
Reviewed
- Web; Chrome recommended
Free provides 3 credits/month with a watermark and 720p exports. Standard is US $21/user/month billed $252 annually, with 2,160 credits/year, 1080p exports and videos up to 15 minutes. Premium is $66/user/month billed $792 annually.
Official pricing ↗Pricing checked:
- You supply a script, post, presentation or idea and choose voice and media settings.
- You receive a narrated video assembled from the selected scenes and voice.
- Verify pronunciation, translated meaning and rights for every uploaded asset before publication.
- The live plan cards and older FAQ text disagree on some minute limits. Use the current credit-based cards for budgeting; voice regeneration can consume additional credits, and commercial rights are listed on paid plans.
Reviewed
- An account in the chosen presentation application and permission to install its add-on.
Basic is US $10/user/month billed annually or $15 monthly, with 1,500 AI credits/month. Pro adds document uploads and 3,000 credits at $20 annually or $25 monthly. All plans start with a 7-day trial and 1,000 credits.
Official pricing ↗Pricing checked:
- You provide a presentation prompt or, on Pro and above, an uploaded document.
- You receive editable slides in the supported presentation application.
- Check every imported number, source citation and chart label in the editable deck.
- Credits are not a published fixed number of completed decks. Uploading PDFs and generating images require the appropriate tier; corporate templates and branding have separate plan requirements.
Reviewed
- Web, browser and editor integrations
Basic is free. The regional pricing page reviewed in China displays Individual Premium at CN¥349/year, CN¥99.90/month, or CN¥599 for two years. Premium supports up to 150,000 characters per text field and unlimited AI sentence paraphrasing. These are CNY quotes, not US dollar prices.
Official pricing ↗Pricing checked:
- You provide text in a supported language and select correction or paraphrasing.
- You receive highlighted corrections and optional sentence alternatives.
- Review specialist terminology and language-specific style before accepting a batch of corrections.
- Prices vary by region and billing interval. A character limit is not a word limit, and a grammar correction can still change terminology or intended tone.
Reviewed
- Browser; PowerPoint import/export
Individual Pro is US $14.50/month billed annually ($174/year), with unlimited AI content generation and PowerPoint import/export. An ad hoc monthly Pro option is $45. A 14-day trial is offered. Team pricing has inconsistent seat wording on the reviewed page and is not used for this comparison.
Official pricing ↗Pricing checked:
- You supply a presentation brief, source files or links and a visual theme.
- You receive an auto-formatted slide deck that you can refine and export.
- Inspect chart values, reading order and exported slide edits before sharing.
- Automatic layout is not proof that the argument or numbers are correct. Review PowerPoint export compatibility with your template; this profile evaluates the individual plan because the team seat description needs clarification.
Reviewed
- Browser visual-content editor
Basic is free. Starter costs US $147/person/year ($12.25/month equivalent) and exports JPG, PNG and PDF. Business costs $297/person/year ($24.75/month equivalent) and adds PPTX, HTML5, video and GIF downloads, branding and privacy controls.
Official pricing ↗Pricing checked:
- You enter a design brief and supply text, data or visual assets.
- You receive editable visual projects and downloads supported by your plan.
- Verify the export format, chart data and visibility settings before handing the file to a client.
- Free creation does not mean every download format is free. AI generation allowances should be checked separately from project count, and private sharing requires the appropriate plan.
Reviewed
- Web; CMS integrations, API and MCP
Starter costs US $39/month billed yearly or $49 monthly, for 1 seat and 1 site, with 10 articles and 50 audit pages/month. Professional is $103 yearly-rate or $129 monthly, with 3 seats, 5 sites and 40 articles/month. A 7-day trial needs no credit card.
Official pricing ↗Pricing checked:
- You provide a site, target topic, brand guidance and publishing destination.
- You receive briefs, drafted articles, optimization findings and monitored page recommendations.
- Verify cited claims and keep approval enabled until source quality and CMS output are checked.
- Automatic publishing is configurable and should not substitute for editorial review. Higher-tier pay-as-you-go is optional and off by default; AI scores and publication do not establish search indexing or traffic.
Reviewed
- Browser content optimization
Discovery is US $49/month billed yearly and lists 120 documents and 10 tracked pages. Standard is $99/month billed yearly with 360 documents and 25 AI prompts refreshed weekly. AI Search Analytics is a separate $82/month annual-billing offer for 50 daily prompts.
Official pricing ↗Pricing checked:
- You provide a target query, draft page and optional brand-monitoring prompts.
- You receive optimization guidance and visibility observations for the selected plan.
- Keep useful terminology only when it improves the answer and verify every added factual claim.
- Document counts are quoted as displayed without assuming a reset period not stated in the captured card. Optimization recommendations need editorial judgment; ranking and AI citations are not guaranteed.
Reviewed
- Notion workspace and connected apps
Free and Plus include an AI trial. Business includes Notion Agent, AI meeting notes and enterprise search at US $20/member/month billed annually or $24 monthly. Custom Agents use separately priced monthly credits: $10 per 1,000 after the trial.
Official pricing ↗Pricing checked:
- You provide workspace content, a question and any authorized connected sources.
- You receive contextual answers, drafts, meeting summaries or configured agent actions.
- Check the cited workspace pages, meeting decisions and proposed write actions before accepting results.
- Connected search and actions inherit configuration and permission boundaries. Business and Enterprise have different provider-retention terms; review the applicable tier before connecting sensitive sources.
Reviewed
- Permission to connect and edit the calendar selected for scheduling.
Lite is free for one user with a one-week scheduling range and 5 AI agents. Starter is US $10/seat/month billed yearly or $12 monthly, for up to 10 seats, with an eight-week scheduling range. Business is $15 yearly-rate or $18 monthly.
Official pricing ↗Pricing checked:
- You connect calendars and define focus-time, habit and meeting rules.
- You receive scheduled blocks and calendar adjustments within the configured rules.
- Review the first rescheduled week for conflicts, working-hour boundaries and excessive fragmentation.
- Scheduling depends on calendar permissions, priorities and realistic task durations. The product cannot create extra working hours; protect immovable meetings and confirm which calendars may be edited.
Reviewed
- Web, iOS, Android and desktop
The individual pricing view lists Pro AI at US $19/seat/month with annual billing or $23 monthly; Business AI is $29 annual-rate or $36 monthly. A free-trial entry is offered. The page lists 7,500 Pro AI credits and additional-credit pricing; check the applicable billing view.
Official pricing ↗Pricing checked:
- You provide tasks, deadlines, effort estimates and connected calendar availability.
- You receive a planned schedule and project or task updates.
- Confirm deadlines, estimated effort and which meetings are allowed to move.
- The price page separates individual and team views. Scheduling quality depends on task duration and priority inputs; AI-credit allowances are separate from the number of tasks you create.
Reviewed
- Web and Chrome extension
Starter is US $49/month on monthly billing, including 1 seat, unlimited copy generation and 50 performance predictions/month. Data-Driven is $99/month with 3 seats and 100 monthly predictions. Both advertise a 7-day trial.
Official pricing ↗Pricing checked:
- You supply a marketing brief, audience and brand guidance.
- You receive copy variants and available predictive performance scores.
- Review claims and brand tone, then compare shortlisted copy with real campaign outcomes.
- A predicted performance score is a model estimate, not observed clicks or conversions. Connecting historical channel data and accessing custom models depend on higher plans.
Reviewed
- Web social publishing workspace
Free includes the AI Assistant, up to 3 channels and 10 queued posts per channel at one time. Essentials is US $60/channel/year ($5/month equivalent); Team is $120/channel/year ($10/month equivalent) and adds unlimited team members and approval workflows.
Official pricing ↗Pricing checked:
- You provide a draft or idea and choose its target social channel.
- You receive revised posts that can be saved or placed in a publishing queue.
- Check destination accounts, post previews and scheduled times before approving publication.
- Publishing capabilities vary by social network and account type. AI draft quality and queue capacity are separate from analytics, collaboration and approval features.
Reviewed
- Web and browser extension
Free lists 10,000 characters/month, 1 connected source, 25 active relationships and 25 Engage actions/month. Lite is US $9/month on monthly billing and adds unlimited content characters; Personal at $19/month adds 2 sources, 250 relationships and 250 Engage actions/month.
Official pricing ↗Pricing checked:
- You supply a writing brief or authorize communication sources for relationship context.
- You receive text drafts, contextual briefings and suggested follow-up actions.
- Verify names, commitments and recipients before approving a follow-up message.
- Connected communication can include sensitive context. The vendor describes follow-up drafts as requiring approval; review connection scope and confirm recipient details instead of assuming remembered context is correct.
Reviewed
- Web, desktop and mobile
Free includes 2 users and up to 3 AI apps. Pro costs US $10/month billed yearly or $20 monthly, includes 10 users, 50K AI credits and 1,000 automation runs/month. Business is $25 annual-rate or $50 monthly and includes custom domains and unlimited users.
Official pricing ↗Pricing checked:
- You provide a workflow prompt, source knowledge and authorized integrations.
- You receive an AI app or agent workflow with configured actions and outputs.
- Check the destination and write permissions of each integration before enabling an unattended run.
- Unlimited apps or agents does not mean unlimited AI execution. Credit use depends on the model and workflow; connected actions need explicit permissions and suitable error handling.
Reviewed
- ClickUp workspace and apps
The AI pricing section lists Brain AI at US $9/user/month on yearly billing or $14 monthly, with 1,500 AI Super Credits/user/month. Everything AI is $28 yearly-rate or $33 monthly with 5,000 credits. Workspace plans are listed separately; extra credits cost $10 per 10,000.
Official pricing ↗Pricing checked:
- You provide workspace tasks, documents and a question or requested action.
- You receive contextual answers, written drafts and task-workflow assistance.
- Verify task ownership, due dates and source permissions before accepting AI-generated updates.
- Credit consumption varies with action complexity, and unlimited features remain subject to fair use. Workspace upgrades apply to all members; confirm which people and AI features the selected purchase covers.
Reviewed
- Todoist apps and connected assistants
Beginner is free with 5 personal projects and limited Ramble sessions. Pro is US $60/year ($5/month equivalent), with 300 personal projects, Task Assist and unlimited Ramble sessions. Business is $96/user/year before local tax and adds a shared team workspace.
Official pricing ↗Pricing checked:
- You provide spoken ideas, a goal, an existing task or a desired filter.
- You receive structured tasks, suggested subtasks or a usable task filter.
- Confirm extracted dates, labels and priorities before saving a spoken task list.
- Task suggestions do not verify commitments or deadlines. External AI connectors use authorized task access and may have their own subscription requirements; connecting an assistant does not make its model usage free.
Reviewed
Miro plan prices and AI allowances have not been verified in this review; check team seats and AI limits before purchasing.
Official pricing ↗Price check attempted; details unverified:
- Research notes, workshop ideas and existing planning material.
- A shared canvas with structured diagrams, documents, tables or slides.
- Check that the resulting plan preserves disagreements, dependencies and decisions rather than flattening them into a summary.
- A generated diagram does not establish that a process is feasible; validate responsibilities and constraints with the team.
Reviewed
The site advertises free installation; model-specific quotas and paid translation allowances were not verified.
Official pricing ↗Price check attempted; details unverified:
- Webpage text, selected words, a PDF or an image containing text.
- Translated text and bilingual reading views.
- Review names, numbers and specialist terminology before reusing translated material.
- Different translation engines can interpret the same passage differently; a fluent translation is not proof of accuracy.
Reviewed
BeautyPlus offers free entry points and an upgrade option; export limits and subscription prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A portrait, product photo or text prompt describing the intended image.
- An edited photo, generated image or collage for review and export.
- Inspect faces, small objects and product details for unwanted changes.
- Retouching can change appearance or product features; do not treat edited photos as an unchanged record.
Reviewed
Filmora licence prices, export restrictions and separate AI credit allowances were not verified in this review.
Official pricing ↗Price check attempted; details unverified:
- Imported footage, screen recordings, speech and other project media.
- An editable video timeline and a rendered video.
- Check edit boundaries and synchronization so that automatic cuts do not remove essential context.
- AI-generated tags and edit suggestions are navigation aids, not a substitute for watching the source footage.
Reviewed
The desktop site advertises a seven-day trial; renewal prices, plan terms and export limits were not verified.
Official pricing ↗Price check attempted; details unverified:
- Portrait photographs and a chosen retouching or color preset.
- Retouched individual images or a consistently edited photo batch.
- Inspect facial identity and texture at full size before delivering client images.
- Batch retouching can overcorrect images with different lighting or skin tones; check exceptions separately.
Reviewed
MagicLight advertises a free trial; generation credits, long-video allowances and paid plan prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A story idea, script, character description or reference image.
- A multi-scene video draft with generated visuals and optional voice or subtitles.
- Check character appearance, narration and factual details throughout the sequence.
- Consistent characters and coherent transitions are advertised capabilities, not guarantees for every generation.
Reviewed
Vmake preview access, export resolution entitlements and video credit prices were not fully verified.
Official pricing ↗Price check attempted; details unverified:
- An existing video file that needs enhancement.
- An enhanced version of the uploaded footage.
- Inspect motion, faces and text for invented detail or sharpening artifacts.
- Improved sharpness does not recover a trustworthy record of details absent from the original recording.
Reviewed
D-ID trial allowances, video minutes, agent usage and API charges were not verified together; check the intended product plan.
Official pricing ↗Price check attempted; details unverified:
- An approved script or knowledge source, plus a permitted avatar and voice.
- An avatar video or an embeddable conversational visual agent.
- Review pronunciation, answers and consent for the depicted person before distribution.
- A convincing avatar can still give an incorrect answer; verify knowledge and escalation behavior separately.
Reviewed
Meshy generation credits, commercial-use terms and export entitlements were not verified for a specific paid tier.
Official pricing ↗Price check attempted; details unverified:
- A text description, photo, sketch or concept image.
- A 3D mesh with optional textures, rigging and compatible export files.
- Check scale, topology, missing surfaces and material assignments in the destination software.
- A preview that looks plausible may still need mesh cleanup or printing adjustments.
Reviewed
Free exports are limited to 720px; higher-resolution exports require Pro. Confirm current currency, billing term and separate API charges before purchasing.
Official pricing ↗Price check attempted; details unverified:
- A photo and a selection covering the unwanted area.
- A retouched image with a generated replacement for the selected region.
- Check repeating patterns, edges and shadows before using the edited image.
- The free export is limited to 720px; higher-resolution work needs a paid entitlement.
Reviewed
Artguru advertises free and premium options; avatar credits and download entitlements were not verified.
Official pricing ↗Price check attempted; details unverified:
- A permitted portrait photo, style selection and optional descriptive prompt.
- Generated avatar variations for selection and download.
- Review facial features and avoid presenting a stylized portrait as an unedited photograph.
- Avatar generation can alter age, expression and facial proportions.
Reviewed
Transcript LOL upload limits, storage policy and current subscription prices were not fully verified.
Official pricing ↗Price check attempted; details unverified:
- An audio or video file, supported link or connected storage source.
- A speaker-labelled transcript, summaries and exports such as DOCX, SRT or VTT.
- Listen back to names, numbers and ambiguous passages before circulating the transcript.
- The vendor's accuracy claim is not an independent test of your recording quality, accents or background noise.
Reviewed
LogoAI export packages, brand-kit entitlements and commercial-use terms were not verified for a specific purchase.
Official pricing ↗Price check attempted; details unverified:
- A brand name, industry and desired design direction.
- Logo options, palettes, type choices and supporting brand assets.
- Check legibility, font licensing and possible trademark conflicts independently.
- Generated originality is not trademark clearance; similar marks may already exist.
Reviewed
Scholarcy advertises trial access; library limits, export features and subscription prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A paper, article, book chapter or other supported document.
- Interactive summary flashcards, highlighted findings and reading notes.
- Confirm quotations, sample sizes and study conclusions against the original paper.
- A summary cannot establish study quality or replace critical evaluation of the methodology.
Reviewed
B12 displays an introductory offer; ongoing plan prices and included business-tool allowances were not verified.
Official pricing ↗Price check attempted; details unverified:
- Business details, website preferences and approved service information.
- A website draft with editable content and business-tool integrations.
- Verify every service claim and business detail before publishing the generated copy.
- A generated site is a draft; domain setup, billing and business integrations still need review.
Reviewed
The official FAQ describes the planner as free; travel bookings and supplier charges are separate.
Official pricing ↗Price check attempted; details unverified:
- A destination or travel idea, dates, budget and personal preferences.
- Suggested flight and hotel options plus a personalized itinerary.
- Check travel times, opening hours and cancellation terms on the relevant official sites.
- Suggested deals and schedules can change; generated plans are not confirmed reservations.
Reviewed
Diagrimo describes daily free credits and higher paid limits; current paid prices and exact allowances were not verified.
Official pricing ↗Price check attempted; details unverified:
- A topic, paragraph or structured text describing the idea.
- A customizable visual with text, shapes, colors and export options.
- Check branch labels, sequence and causal claims before including the diagram in a report.
- A generated visual can simplify away exceptions; add missing conditions manually.
Reviewed
getimg model costs, subscription credits and export limits were not verified in this review.
Official pricing ↗Price check attempted; details unverified:
- A prompt, reference image or media file for the selected action.
- Generated or edited media, including images, video or audio.
- Review model-specific behavior and commercial-use terms before publishing assets.
- Different media actions use different models; consistent quality across image, video and audio is not assured.
Reviewed
Nebius describes usage-based token pricing; model-specific rates and dedicated-endpoint charges were not verified.
Official pricing ↗Price check attempted; details unverified:
- API requests, prompts and the model configuration for an application.
- Model responses returned through an inference endpoint.
- Measure actual latency and failure handling rather than relying only on vendor benchmarks.
- Hosted open-source inference still incurs service costs and depends on the selected model's licence.
Reviewed
Vadoo video-generation allowances, stock-media terms and paid plan prices were not verified.
Official pricing ↗Price check attempted; details unverified:
- A topic, script, visual theme and narration preferences.
- A faceless video draft with editable visual and audio elements.
- Match every visual claim to the script and correct names and caption timing.
- Automatic assembly may use visuals that fit a topic broadly but misrepresent a specific event.
Reviewed
Easy-Peasy.AI subscription credits, workflow quotas and model-specific charges were not verified.
Official pricing ↗Price check attempted; details unverified:
- A task brief, prompt, uploaded file or media reference.
- Text, media, documents or workflow results from the selected tool.
- Check which model and action generated each deliverable and verify important claims.
- Access to multiple models does not mean identical capabilities, quotas or output rights across tools.
Reviewed
The official FAQ restricts API access to eligible paid teams; current plan prices and AI credit quantities were not verified.
Official pricing ↗Price check attempted; details unverified:
- A text description of a process, database or system architecture.
- A generated technical diagram that can be saved and edited in Eraser.
- Validate component names, trust boundaries and message directions against the actual system.
- A generated architecture diagram documents a proposal; it does not verify implementation or security.
Reviewed
remio plan quotas and external model costs were not verified; bringing an API key can involve separate provider charges.
Official pricing ↗Price check attempted; details unverified:
- Local files, meeting recordings and explicitly connected work sources.
- Grounded answers and editable documents, spreadsheets or presentations.
- Review connector permissions and every sensitive passage before sharing a deliverable.
- The mobile app requires the desktop app; local-first features do not imply that every cloud-model request stays on the device.
Reviewed
MagicSlides free generation limits, paid deck allowances and export entitlements were not verified.
Official pricing ↗Price check attempted; details unverified:
- A topic, written content, supported document, URL or YouTube link.
- A slide deck that can be edited in the app or a supported presentation editor.
- Check figures, citations, text overflow and image relevance on every slide.
- A coherent slide layout does not establish that the generated claims or examples are supported.
Reviewed
Mindgrasp trial conditions, file allowances and subscription prices were not verified in this review.
Official pricing ↗Price check attempted; details unverified:
- Lecture recordings, slides, PDFs, videos or supported web material.
- Structured study notes, summaries, flashcards and practice questions.
- Verify definitions and answer keys against the textbook or instructor's material.
- Generated study aids can omit exceptions or misread a recording; they are not an authoritative answer key.
Reviewed
The official page lists 30 minutes of monthly AI analysis for Starter; current paid-tier prices were not verified.
Official pricing ↗Price check attempted; details unverified:
- A supported long-form video or connected Google Drive source.
- Short clips with adjustable framing, subtitles and brand elements.
- Watch each clip with sound and confirm that captions preserve names and punctuation.
- Plans are differentiated by video-analysis time; export counts alone do not describe the processing allowance.
Reviewed
TopView model-specific credit costs, team pools and promotional allowances were not verified.
Official pricing ↗Price check attempted; details unverified:
- A script, reference media or a product-marketing brief.
- Generated scenes and an editable video-production draft.
- Check product appearance, brand text and continuity before approving a campaign asset.
- Model availability and generation behavior vary; one successful preview does not guarantee consistent later batches.
Reviewed
Zawa free access, brand-kit limits and paid export allowances were not verified for a particular tier.
Official pricing ↗Price check attempted; details unverified:
- Brand assets, a marketing brief and optional product photographs.
- Editable posters, mockups, product images and coordinated visual assets.
- Check prices, promotional terms and logo placement before exporting a campaign design.
- Brand consistency features cannot guarantee readable small text or accurate product geometry.
Reviewed
Bigjpg paid enlargement levels and image quotas are plan-dependent; current currency and prices were not verified.
Official pricing ↗Price check attempted; details unverified:
- An illustration or photograph plus enlargement settings.
- An enlarged image with reconstructed detail and reduced noise.
- Inspect thin lines, text and repeated textures for invented patterns.
- Upscaling synthesizes detail; it cannot establish what an unreadable source originally contained.
Reviewed
CodeRabbit trial limits, seat-based prices and advanced review entitlements were not verified.
Official pricing ↗Price check attempted; details unverified:
- Repository context and a pull request or proposed code change.
- Review comments, suggested corrections and explanations of changes.
- Confirm that a suggested change matches the surrounding architecture and passes meaningful tests.
- Automated review can miss defects or report false positives; it does not replace testing and security review.
Reviewed
Sudowrite advertises a free trial; current credit quantities, renewal prices and model allowances were not verified.
Official pricing ↗Price check attempted; details unverified:
- A premise, character notes, story outline or existing prose.
- Scene suggestions, expanded descriptions and revised prose.
- Check character continuity, tone and unintended similarity to other works.
- Fiction-oriented output is not a source of verified factual research or professional advice.
Reviewed
Deep-Image.ai credit pricing, batch allowances and API charges were not verified for a specific plan.
Official pricing ↗Price check attempted; details unverified:
- Product photos, illustrations or noisy low-resolution images.
- Upscaled or enhanced images with optional background processing.
- Verify that enhancement has not changed product details, colors or printed information.
- Generative enhancement can invent texture; it should not be used as evidence of details missing from the source.
Reviewed
Current subscription prices, model credits and export limits have not been verified.
Official pricing ↗Price check attempted; details unverified:
- Product images, an advertising brief and approved selling points.
- Generated promotional videos and avatar-based ad variations.
- Check that logos, product dimensions and claims match the actual item.
- Generated demonstrations can depict actions the product cannot perform; test those claims independently.
Reviewed
The browser advertises free access; API prices, quotas and current licence terms remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A narration script and preferred voice and language.
- Generated audio that can be reviewed and downloaded.
- Listen to names, abbreviations and numbers rather than relying on the written script alone.
- The browser tool and API are different access paths; do not assume identical allowances.
Reviewed
The page says MCP is included in TimelinesAI plans; plan charges and quotas are not verified here.
Official pricing ↗Price check attempted; details unverified:
- An authorized WhatsApp inbox, an AI client and an inbox task.
- Chat summaries, labels and client-requested inbox actions.
- Review recipient identity and the complete reply before sending to a customer.
- The connected client can request real inbox actions; permissions and approval boundaries matter.
Reviewed
Current plan prices, contact limits and sending allowances remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Approved contacts, campaign goals and email content or brand guidance.
- Email drafts, audience segments and configured campaign journeys.
- Check unsubscribe handling, links and the message shown in different email clients.
- Automated campaign creation does not guarantee delivery or engagement.
Reviewed
Free API trials are advertised; usage rates and voice-cloning charges have not been verified.
Official pricing ↗Price check attempted; details unverified:
- Text, a voice identifier and speech-generation settings.
- Generated speech audio or a streaming speech response.
- Listen for changes in meaning caused by emphasis, pacing or pronunciation.
- Voice cloning requires permission from the speaker; fast samples do not establish production latency.
Reviewed
Trial offers are visible; production rates, concurrency limits and deployment charges remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Live speech, language preferences and optional domain vocabulary.
- Translated speech, captions or API audio responses.
- Confirm names, commitments and technical terms with participants.
- Speech errors can propagate through transcription, translation and synthesis.
Reviewed
A trial is advertised; subscription prices and account allowances are not verified.
Official pricing ↗Price check attempted; details unverified:
- Your ideas, existing writing and an authorized LinkedIn account.
- Post drafts, a publishing queue and engagement suggestions.
- Remove invented anecdotes and check any claims about clients or employers.
- Reach predictions and suggested posting times do not guarantee audience growth.
Reviewed
Product-specific subscriptions, credits and commercial-use allowances remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A production brief, narration text and authorized reference material.
- Generated voiceover, music or video assets for editing.
- Check timing, voice identity and licences before using audio publicly.
- Different tools may have different allowances; one generated asset does not imply rights to every referenced work.
Reviewed
Current subscription, mailbox and prospect-data charges have not been verified.
Official pricing ↗Price check attempted; details unverified:
- An ideal customer profile, offer details and authorized outreach accounts.
- Prospect suggestions, message sequences and meeting workflow actions.
- Check contact relevance, opt-out requests and claims about the recipient.
- Generated personalization can be wrong; automation is not consent to contact someone.
Reviewed
Current editing allowances, export limits and plan prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Raw video or audio recordings.
- An edited recording, subtitles and export material for further editing.
- Watch each cut in context and check subtitles against the actual speech.
- Silence detection cannot know whether a pause is intentional or meaningful.
Reviewed
Free entry points exist; paid credits, API costs and commercial licences require confirmation.
Official pricing ↗Price check attempted; details unverified:
- Text, a selected voice or an authorized recording.
- Speech, transformed voice audio or generated sound effects.
- Check pronunciation and make sure the output is not presented as an actual person's recording.
- A convincing voice does not establish consent or accuracy of the spoken claims.
Reviewed
Document limits, chatbot allowances and current plan prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Approved documents, a website knowledge source or a PDF form and its source data.
- Document answers, summaries, filled forms or a configured chatbot.
- Inspect citations and every filled field before submitting documents externally.
- A retrieved passage may omit exceptions elsewhere in the document.
Reviewed
Trial access is advertised; subscription, model usage and hosting costs remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A project goal, repository context and acceptance criteria.
- Proposed plans, code changes and test results to inspect.
- Review authentication, data access and payment logic separately from appearance.
- Autonomous execution can change many files; isolate work and retain rollback options.
Reviewed
The client has free/open-source access; inference, cloud and enterprise charges need verification.
Official pricing ↗Price check attempted; details unverified:
- A repository, development task and configured model access.
- Code changes, command output and reviewable development work.
- Review dependency changes, secrets handling and commands that affect external systems.
- Open-source client availability does not make hosted model inference free.
Reviewed
Current plan prices, hosting limits and workflow allowances remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Business services, desired pages and operational requirements.
- A generated website or application with configurable business flows.
- Check who receives each request and what happens when automation fails.
- A polished prototype can still have incomplete permissions or exception handling.
Reviewed
A sample preview is advertised; book credits, sales fees and plan prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A topic, chapter outline and author-supplied source material.
- An editable manuscript, cover or layout and export-ready book files.
- Check facts, citations, originality and suitability for the intended audience.
- Generated prose and illustrations can be inconsistent across chapters.
Reviewed
Free access is advertised; credit rates, resolution caps and paid plans remain unverified.
Official pricing ↗Price check attempted; details unverified:
- An image, a reference or a description of the intended change.
- Edited, restored, expanded or generated images.
- Inspect edges, faces, lettering and small product features.
- Restoration may invent plausible details that were never present in the original.
Reviewed
Current video allowances, model credits and subscription prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A video brief, script and relevant product or training assets.
- Generated video drafts for review and distribution.
- Verify product statements, captions and localized terminology.
- Automated production can repeat a source mistake across many videos.
Reviewed
Usage prices, telephony charges and enterprise terms have not been verified.
Official pricing ↗Price check attempted; details unverified:
- Audio or text, voice settings and a defined conversational task.
- Transcripts, generated speech or configured voice-agent responses.
- Review transcripts, escalation behavior and actions triggered during calls.
- Voice quality and response speed depend on the complete application pipeline.
Reviewed
Current subscriptions, generation credits and export limits remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Product images, an approved script and an intended advertising format.
- Generated promotional clips and actor-led video variations.
- Check that product interactions and testimonials are not misleading.
- Synthetic actors are not real customers or evidence of product performance.
Reviewed
Current plan prices, export options and financial-model allowances remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A business concept, target market and available operating assumptions.
- A structured business-plan draft to revise.
- Trace numbers to source evidence and test alternative scenarios.
- A generated plan does not validate demand, funding likelihood or future revenue.
Reviewed
Hosting, export and component-plan prices have not been verified.
Official pricing ↗Price check attempted; details unverified:
- A business brief, desired pages and brand direction.
- A sitemap, wireframes and a component-based website draft.
- Check mobile layouts, accessibility, navigation and final copy.
- Reusable components do not remove the need for project-specific content and QA.
Reviewed
Current subscription rates, generation limits and voice licences remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Authorized vocals, selected voice settings or a musical idea.
- Generated or transformed vocal material for a music project.
- Listen for artifacts, timing errors and unintended resemblance to another performer.
- A tool's voice licence does not automatically clear rights to a song or backing track.
Reviewed
Current generation credits, download rights and paid plans remain unverified.
Official pricing ↗Price check attempted; details unverified:
- An image or a selected model from the studio gallery.
- A generated or edited 3D asset for inspection and download.
- Check scale, topology and compatibility with the target renderer or printer.
- A convincing preview can hide problems in the underlying geometry.
Reviewed
Free tools are advertised; AI allowances and subscription prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Study notes, course material and learning goals.
- Organized notes, flashcard decks and visual study structures.
- Verify definitions, examples and answers before memorizing them.
- Organizing notes does not establish mastery; test recall without viewing the answer.
Reviewed
Current training, photo, video and subscription allowances remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Authorized selfies and a description of the intended scene or style.
- Generated portraits or videos featuring a personalized AI character.
- Inspect likeness, anatomy, clothing and any product shown in the image.
- Generated scenes should not be presented as documentary evidence of real events.
Reviewed
Current model credits, length limits and subscription prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- An idea, script, image or audio reference.
- Video drafts, storyboards or animated scene sequences.
- Check continuity, captions, soundtrack permissions and claims in promotional content.
- Characters and objects may change between separately generated scenes.
Reviewed
Current generation allowances, exports and plan prices have not been verified.
Official pricing ↗Price check attempted; details unverified:
- A URL, document, image, audio clip or a written brief.
- A video draft with scenes, audio and visual presentation.
- Verify that source facts survive summarization and visual adaptation.
- A ready-to-post label does not replace editorial, rights or brand review.
Reviewed
Current subscriptions, agent credits and external service charges remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A product idea, user requirements and project constraints.
- Research material, a proposed specification and application changes.
- Inspect data access, authentication and any advertising or deployment actions.
- Generated research is not proof of demand, and working demos can conceal missing safeguards.
Reviewed
Current design credits, account limits and subscription prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- A brand brief, prompt and optional product image.
- Visual assets, post drafts and scheduled content.
- Check logos, generated lettering and the destination account for each post.
- Automated scheduling can publish errors repeatedly if the review stage is skipped.
Reviewed
Free access is advertised; upload limits, advanced features and paid prices remain unverified.
Official pricing ↗Price check attempted; details unverified:
- An Excel or CSV file, table image or a formula question.
- Formulas, transformed data, charts, pivots or downloadable reports.
- Check date parsing, missing values, units and spreadsheet-specific function behavior.
- A plausible chart can still be based on an incorrect filter or aggregation.
Reviewed
Current hosting, AI allowances and subscription terms remain unverified.
Official pricing ↗Price check attempted; details unverified:
- Business services, customer needs and approved brand material.
- A website draft, forms and suggested site improvements.
- Check contact routing, mobile layouts and statements about your services.
- Automated SEO suggestions do not guarantee indexing, rankings or customer inquiries.
Reviewed
- A MemorySync account and API key, plus server-side integration using Python 3.9+, Node.js 18+ or cURL
- An explicit project and end-user scoping design, consent rules, and a decision about what must never be stored
The Free plan includes 10,000 write requests and 1,000 recall requests per month, with no credit card required. Starter lists $29/month for 50,000 writes and 5,000 recalls; the public table does not state the currency code or taxes, so confirm those before purchase. Writes and recalls have separate limits. Official docs state there is no metered overage charge or automatic upgrade; exhausted operations return an empty successful response by default until reset or upgrade.
Official pricing ↗Pricing checked:
- Approved preferences or useful task outcomes, a stable non-sensitive end-user ID, and optional source labels or metadata
- A natural-language recall query and the project/user scope in which it should search
- Extracted durable memories with identifiers and associated metadata
- Semantically ranked recall results for application-side selection and context assembly
- Approve which facts are stored and correct stale or wrongly inferred preferences; retrieved text is data, not trusted instructions.
- Verify tenant boundaries, deletion results and quota alerts in your own integration before production use.
- Agenlify reviewed public official sources only. We did not create an account, submit memories, benchmark retrieval or independently verify security claims.
- This is a hosted service: authorized content leaves your application for cloud processing. The privacy policy describes third-party AI processing; local-only storage is not established.
- HTTP 200 alone does not prove a write or recall succeeded. At a monthly limit, default silent-mode responses can be empty; inspect usage and meaningful result fields.
- The forget API removes a memory from retrieval immediately. Project trash may remain recoverable before purge; an exact universal purge interval is not stated in the reviewed guide.
- Generated memories and semantic matches can be wrong. Do not store secrets or raw credentials, or rely on recall alone for authorization or a high-impact decision.
Reviewed
Basic is USD 10/month or USD 96/year paid upfront, with 3.3 fast GPU hours monthly. Standard costs USD 30/month; Pro costs USD 60/month. Extra fast time is USD 4/hour.
Official pricing ↗Pricing checked:
- Provide a written visual brief and any reference images you have permission to use.
- The workflow returns generated image variations that you can select and refine.
- Check composition, lettering and usage rights before delivering a selected image to a client.
- Fast-time consumption varies by operation. Stealth is restricted to Pro and Mega, and companies above USD 1 million gross revenue must use Pro or Mega under the published plan rules.
Reviewed
Google describes AutoDraw as a free browser tool for phones, tablets and computers. No paid plan or metered inference charge is listed for the public drawing interface.
Official pricing ↗Pricing checked:
- Draw a rough outline with a mouse, touch screen or compatible pointing device.
- AutoDraw offers recognizable drawing suggestions that can be placed in your composition.
- Select the intended object and check that text labels remain readable after export.
- The matching system suggests existing drawings; it is not a photorealistic scene generator or a precision CAD editor.
Reviewed
BetterPic advertises AI headshots starting at USD 35, paid once for one person. Basic includes 20 headshots and one style. The pricing FAQ lists human edit requests at USD 8 each and a redo at USD 10.
Official pricing ↗Pricing checked:
- Upload 8–12 varied photographs of the same person, following the official upload guide.
- You receive a package of AI-generated headshots with the selected style allowance.
- Review facial resemblance, hair edges and clothing before using a portrait on a professional profile.
- The refund FAQ limits the seven-day refund to purchases whose training has not started. The broader guarantee headline should not be read as an unconditional refund after generation.
Reviewed
On monthly billing, Interior AI Pro is USD 49 for 1,000 designs, Premium is USD 99 for 5,000, and Ultra is USD 199 for 25,000. Virtual staging and design editing are listed under Premium.
Official pricing ↗Pricing checked:
- Provide a room photograph or a screenshot of a sketch or SketchUp view.
- The service produces redesigned room images and, on eligible plans, walkthrough-style outputs.
- Check structural features against the original photograph and label staged imagery clearly in listings.
- Renders can alter geometry or invent furniture details. They do not establish real dimensions, structural feasibility or a purchasable bill of materials.
Reviewed
The Free tier allows three files daily, each up to 30 minutes, one at a time. Unlimited is advertised at USD 10/month billed as USD 120/year; its per-file ceiling is 10 hours or 5 GB, with batches of up to 50 files.
Official pricing ↗Pricing checked:
- Upload an audio or video recording and specify the spoken language when needed.
- TurboScribe returns a transcript that can be exported for document editing or subtitle workflows.
- Listen again to names, numbers and speaker changes before distributing a transcript.
- Unlimited refers to the subscription offer, not unlimited file size, team seats or guaranteed transcription accuracy. Each subscription is for one person.
Reviewed
Free includes five daily credits plus 15 monthly credits. The rendered annual selector shows Team at USD 20/month and Business at USD 40/month for 50 credits/month; annual equivalents are USD 240 and USD 480 before tax.
Official pricing ↗Pricing checked:
- Capture a permitted meeting and provide context for the follow-up task you want to create.
- The workspace produces meeting notes and generated follow-up artifacts such as documents or presentations.
- Confirm decisions and action owners with the meeting participants before assigning generated tasks.
- The entry paid configuration is a credit pool, not a per-seat AI allowance. SSO, audit logs and retention controls are listed under Business.
Reviewed
Hedy Free includes five hours monthly and live insights for the first 30 minutes of each session. Pro costs USD 12.99/month or USD 99.99/year. Team launch pricing is the same per seat, with a minimum of two seats.
Official pricing ↗Pricing checked:
- Capture meeting audio through a supported desktop audio path or an appropriately placed mobile microphone.
- Hedy provides live suggestions, session summaries and searchable conversation records.
- Tell participants about the assistant and decide deliberately which sessions belong in a shared Team Topic.
- Team sharing requires cloud sync, and participant notification features are not a substitute for your own disclosure. Local AI availability depends on capable hardware and configuration.
Reviewed
Starter is USD 25/month for 45,000 base-model words and 500 credits. Professional is USD 49/month for 100,000 words and 1,000 credits. The free account advertises 5,000 words and 25 credits.
Official pricing ↗Pricing checked:
- Provide a target topic, intended reader, supporting sources and publishing requirements.
- KoalaWriter returns structured article drafts that can be edited and sent to supported publishing platforms.
- Validate factual claims and source links, then add original expertise before approving publication.
- Monthly allowances expire at the billing boundary, and model multipliers change the usable word count. Professional adds the Article Editor and deeper research features absent from the entry plan.
Reviewed
Starter costs USD 19/month or USD 168/year and includes 50 credits for up to 50 articles. Professional costs USD 79/month or USD 708/year for up to 250 articles. The free allowance is three articles with a 25,000-word limit.
Official pricing ↗Pricing checked:
- Enter the article topic, brand context and the site whose pages may be used for internal links.
- The tool produces editable article drafts with optional generated images and publishing integrations.
- Read each draft for unsupported claims and verify that suggested internal links help the reader.
- The advertised maximum is an allowance, not a promise of publishable quality. Free does not include the same brand-voice and link-building controls as paid plans.
Reviewed
The observed US offer lists Premium at USD 143.52 paid for 48 months, equivalent to USD 2.99/month, renewing at USD 10.99/month. It covers three sites and a one-time gift of 250 AI credits. Domain and mailboxes are free for the first year only.
Official pricing ↗Pricing checked:
- Provide your business description, approved copy, images and domain requirements.
- The builder creates editable website pages on Hostinger’s hosting platform.
- Test forms, mobile layouts and checkout behavior before connecting the public domain.
- The low advertised monthly rate requires a long prepaid term. Hosting, domain renewal, mailboxes and extra AI usage can have different billing boundaries.
Reviewed
Essential is USD 79 once for one desktop; Pro is USD 99 for two desktops and one mobile device. Licenses include one year of Updates & Sync. The purchased version remains usable, but continuing updates, sync and mobile access require renewal; model API usage is separate.
Official pricing ↗Pricing checked:
- Connect an approved model provider or local model endpoint and provide the text or files for the task.
- BoltAI presents model responses in a native chat and workflow interface.
- Review provider data policies and inspect generated text before inserting it into another application.
- API credits are not bundled. A local chat store does not mean cloud-model requests stay on the Mac, and the Windows version is described as coming soon.
Reviewed
Free includes three presentations per month, up to ten slides each, with non-commercial use. Starter is USD 12.99/month for 20 presentations. On-demand options include USD 4.99 for one presentation or USD 14.99 for five; a USD 7.99 weekly pass does not auto-renew.
Official pricing ↗Pricing checked:
- Provide a presentation topic, source material and a clear audience or meeting objective.
- The service creates editable slide content and exports supported presentation formats.
- Check numbers, citations and slide hierarchy before presenting or sending a deck to clients.
- Free decks are non-commercial and capped at ten slides. A downloadable PDF is not the same deliverable as an editable PowerPoint file.
Reviewed
Free includes 450 one-time AI credits. Professional is $468 per author/year, equivalent to $39/month, with 2,000 monthly credits. Business is $780 per author/year with 5,000 monthly credits. Learner Conversations are separately metered. The official page displays $ without an explicit currency code; confirm the billing currency at checkout.
Official pricing ↗Pricing checked:
- Supply approved learning objectives, source documents and the learner tasks to assess.
- Mindsmith produces editable lessons, scenarios and shareable or SCORM-delivered learning content.
- Have a subject-matter expert verify answers, accessibility and completion tracking in the target LMS.
- Conversation sessions count after more than 30 seconds and have a separate allowance. Free workspaces can build and test them, but must upgrade before learners use them.
Reviewed
Pro is displayed at $8/month billed annually, equivalent to $96/year, with three full-plan unlock credits per month. The official help center describes Free as limited preview access. Company Formation is a separate $169/year offer plus state filing fees. The official page displays $ without an explicit currency code; confirm the billing currency at checkout.
Official pricing ↗Pricing checked:
- Provide the business concept, target market, operating assumptions and any verified financial inputs.
- The platform organizes a business-plan draft with forecasting and pitch-related sections on eligible plans.
- Replace generated market claims with cited evidence and review cash-flow assumptions before showing the plan to partners.
- The pricing page repeats some feature labels under Free and Pro; the help center clarifies that full-plan access requires paid unlocks. Formation and registered-agent services are different purchases.
Reviewed
Qoder Pro is USD 20/month with 2,000 credits; Pro+ is USD 60 with 6,000; Ultra is USD 200 with 20,000. A new-user 14-day trial includes 300 credits. Paid users can buy 1,500-credit packs for USD 20, valid for one month.
Official pricing ↗Pricing checked:
- Open a repository and provide the change request, constraints and commands that verify success.
- Qoder produces code changes and task results for inspection in the development workflow.
- Read the diff, run relevant tests and approve any deployment or credential use explicitly.
- Credits expire and are not equivalent to requests. BYOK uses your provider billing; the free trial is not available on virtual machines under the documented rules.
Reviewed
Auto Apply lists USD 49/month for 100 applications, USD 99/month for 250, or USD 199/quarter for 750. Tailored Resume and Tailored Cover Letter are optional USD 12/month add-ons each. Weekly displayed figures are cost breakdowns, not billing periods.
Official pricing ↗Pricing checked:
- Provide a truthful resume, target-role criteria and an answer library you have reviewed.
- Auto Apply submits supported job applications and records successful submissions against the credit balance.
- Approve the targeting and answers before enabling automation, then inspect submitted applications for accuracy.
- Broad criteria can spend credits quickly. Unused credits roll over only while the subscription stays active, and cancellation loses the remainder at the billing period’s end.
Reviewed
The displayed annual Pro plan is USD 48/year, equivalent to USD 4/month. The seven-day trial includes 30,000 words, five figure analyses and 100 chat messages. The student offer advertises a free first month with its listed code, not a permanent free AI plan.
Official pricing ↗Pricing checked:
- Upload a scientific document or import a paper through a supported reference workflow.
- The service returns structured summaries, cited answers and organized paper records.
- Open every decisive citation and verify methods, sample sizes and uncertainty in the original paper.
- The documented upload ceiling is 200 MB, and large files may still fail. Summaries can be wrong; non-AI library features remaining free does not make AI summarization permanently free.
Reviewed
NSFWJS is MIT-licensed and free to use. The library does not charge per classification; serving model files, client computation and any optional server infrastructure remain your responsibility.
Official pricing ↗Pricing checked:
- Provide an image, canvas, video frame or tensor through the supported JavaScript API.
- The classifier returns class names with probabilities for your application to evaluate.
- Calibrate thresholds on a labeled sample and route uncertain cases to a human reviewer.
- Install nsfwjs with its TensorFlow.js peer dependency. Browser backends include WebGL, optional WebGPU or WASM; Node.js can use tfjs-node. No universal memory or accuracy guarantee is established for your device or dataset.
Reviewed
The public Calligrapher.ai interface is available without a listed paid plan, account requirement or metered generation charge. This applies to the hosted demo; no separate commercial software license is inferred from public access.
Official pricing ↗Pricing checked:
- Enter the short text to render and choose the available style, speed, legibility and stroke-width controls.
- The browser generates handwriting strokes that can be downloaded as an SVG graphic.
- Read every rendered word and confirm that the graphic does not imply another person’s authorship or approval.
- The interface is a specialized demo with no verified service-level commitment. Long documents, unsupported characters and production throughput should be tested rather than assumed.
Reviewed
ChatGPT has a Free plan. Plus is USD 20/month, billed monthly, with no annual Plus billing option in the help center. API usage is separate; expanded tool access does not mean every model or workflow is unlimited.
Official pricing ↗Pricing checked:
- Provide a specific question or brief and only the documents needed to answer it.
- ChatGPT returns conversational answers and, where enabled, generated files, analyses or images.
- Check important claims and calculations against the supplied material before using the output.
- Model access and tool limits vary by account and rollout. Review data controls before supplying sensitive material; the general assistant is not an automatic guarantee of factual or computational accuracy.
Reviewed
Individual is USD 8.74/month billed annually on the US pricing view, including 300,000 characters and 3 files per month. Free has 50,000 characters and 1 file monthly, up to 5 MB. Write Pro is a separate add-on; taxes and regional prices may differ.
Official pricing ↗Pricing checked:
- Supply the source text or a supported document and select the intended target language.
- DeepL translates text and supported documents, with glossary and tone controls depending on the plan.
- Read names, figures and specialized terms against the original before circulating a translation.
- File counts, file sizes and character limits are separate constraints. Unlimited claims on higher plans remain subject to fair usage; the translator subscription is not an API allowance.
Reviewed
The reviewed regional view lists Pro at CNY 119 per month. Free includes 20 uses per 24 hours each for background removal, 2x upscaling, cleanup and relighting, plus 50 text removals. Pro lists 1,000 per 24 hours for its listed tools. API use is priced separately.
Official pricing ↗Pricing checked:
- Provide an image and choose the specific edit, such as removal, cleanup or enlargement.
- Clipdrop returns edited raster images through separate background, cleanup, relighting and upscaling tools.
- Compare the edited area with the original so cleanup does not remove meaningful details.
- Free allowances differ by tool and reset on a 24-hour basis. Pro web limits do not describe API pricing, and higher resolution does not establish recovered factual image detail.
Reviewed
Pro is USD 29/month or USD 24/month billed annually, including 1 studio and 15 hours/month of separate-track downloads. The page offers a 14-day trial. Extra editor seats and selected AI credit features cost more; unlimited recording does not mean unlimited separate-track downloads.
Official pricing ↗Pricing checked:
- Invite guests to a studio and select the microphones and cameras for the session.
- Riverside captures remote audio and video, then provides text-based editing, transcripts and repurposed clips.
- Confirm all participant uploads have finished before producing and distributing the final episode.
- Pro includes one studio and 15 download hours per month. Translation, AI B-roll and animated clips use credits, while extra editors are add-ons; check the relevant meter rather than treating every AI feature as unlimited.
Reviewed
Pay As You Go is USD 10 per source-media hour, prorated to the second. Core is USD 25/month for 5 transcription/translation hours and 5 AI workspace hours, with one seat. Extra seats are USD 25/month each and extra hours USD 10/hour. New accounts receive 30 free minutes.
Official pricing ↗Pricing checked:
- Upload an audio or video recording and specify its language and speaker context.
- Sonix produces time-coded transcripts, translated text and subtitle exports in a collaborative browser editor.
- Listen back to ambiguous phrases and verify speaker labels before using transcript quotations.
- Included hours belong to the workspace rather than each seat. Translation and certain alignment operations draw from the same media-hour pool; the pay-as-you-go tier does not include AI workspace analysis.
Reviewed
Basic is USD 8.50/month billed annually (USD 102/year) for 1,440 uploaded-file AI minutes/year and one seat. Free has a 10-minute uploaded-file trial and 45-minute meeting recordings. Paid top-ups are USD 0.20/minute; human proofreading starts at USD 2/minute and is separate.
Official pricing ↗Pricing checked:
- Provide a recording and choose whether the deliverable is a transcript, subtitles or translated subtitles.
- Happy Scribe generates editable transcripts and subtitles, with translation and optional paid human correction.
- Review speaker names, subtitle reading speed and translated line breaks before release.
- AI file minutes, meeting recording duration and human services are separate entitlements. Some comparison-table features are marked Soon, so do not buy a plan assuming those features already ship.
Reviewed
Core costs USD 16/user/month on monthly billing or USD 8/user/month billed annually. It combines noise cancellation and meeting notes with 10 GB storage; Core accent conversion is limited to one hour daily. A seven-day trial is available. Advanced and enterprise controls are separate tiers.
Official pricing ↗Pricing checked:
- Select the microphone and meeting application whose live audio needs cleaning.
- Krisp filters meeting noise and can produce transcripts, summaries and action items from calls.
- Tell participants about recording and check that important speech survives the audio filter.
- Noise cancellation and accent conversion have different limits. Paid-team invitations count as seats; private on-device transcription is listed as an enterprise entitlement, so do not assume every Core meeting stays entirely local.
Reviewed
- Use the signed macOS DMG, Windows release or Linux Flatpak; native Linux requires mpv and ffmpeg.
Subtitle Edit is MIT-licensed software with no local editor subscription or per-minute software fee. Optional online transcription, translation or speech services have their own provider terms and charges; local models require downloads and your computer resources.
Official pricing ↗Pricing checked:
- Open a subtitle file and the matching video, or configure a speech-to-text source for a new subtitle.
- Subtitle Edit creates and corrects timed subtitles with local media playback and format conversion.
- Play the finished subtitle against the exact delivery video and inspect reading speed and overlap.
- The current macOS build requires macOS 12 or newer and recommends 14+. Linux native builds need mpv and ffmpeg, while Flatpak bundles dependencies. Optional online providers transmit the data needed for their requests.
Reviewed
- Install from the official releases, or use brew install --cask upscayl on macOS.
Upscayl desktop is free, AGPL-3.0 open-source software. Local enlargement has no hosted per-image allowance; a compatible GPU, electricity and storage are your responsibility. This profile covers the desktop release, not any separately offered cloud service.
Official pricing ↗Pricing checked:
- Select a low-resolution image or folder and an available enlargement model.
- Upscayl exports locally enlarged images using AI upscaling models and a desktop interface.
- Inspect text, faces and repeated textures for invented details before publishing an enlarged image.
- A Vulkan-compatible GPU is required; many integrated GPUs and CPU-only machines are unsuitable. The README explicitly says the tool cannot correct focus or fully blurred images. Model and output rights still need review.
Reviewed
- Use a packaged release; the Python route is pip install buzz-captions followed by python -m buzz, with Python 3.12 and ffmpeg.
Buzz is MIT-licensed local transcription software without a per-minute software subscription. Downloaded local models use your compute and storage; optional plugins and external services must be budgeted under their own terms.
Official pricing ↗Pricing checked:
- Import audio or video, or select a microphone for live speech capture.
- Buzz transcribes and translates speech locally and exports TXT, SRT or VTT files.
- Check names and timestamps by replaying the original recording in the transcript viewer.
- Current Mac builds require Apple Silicon; the README identifies 1.4.5 as the last Intel-compatible version. PyPI installation needs Python 3.12 and ffmpeg. Backend and model choices affect device support and speed.
Reviewed
- Use official Windows or Mac bundles; review the Linux instructions before manual Python installation.
Ultimate Vocal Remover GUI is free MIT-licensed software. The desktop bundle includes its interface and runtime dependencies; models, local disk and processing hardware remain necessary. Free separation software does not grant rights to distribute the source song or resulting stems.
Official pricing ↗Pricing checked:
- Choose an authorized audio recording and the desired vocal or instrumental separation model.
- Ultimate Vocal Remover separates recordings into vocals, accompaniment or model-dependent stems on your computer.
- Listen to both isolated and recombined tracks and confirm rights before sharing derivative audio.
- The README lists GTX 1060 6 GB as the minimum for NVIDIA GPU conversion and recommends at least 8 GB VRAM. AMD support is limited; Mac builds target Big Sur or later. No universal runtime or clean-separation guarantee is established.
Reviewed
- Install the Mac application from the official download; obtain model weights inside the app.
DiffusionBee is an AGPL-3.0 desktop GUI for running image models locally, without a hosted generation subscription. Downloaded model licenses apply separately to outputs and commercial use; hardware and disk capacity are local costs rather than included cloud credits.
Official pricing ↗Pricing checked:
- Enter a visual prompt, optionally supplying an image, mask or ControlNet guidance.
- DiffusionBee creates and edits images locally through text prompts, inpainting, outpainting and model controls.
- Check generated objects and image rights before moving drafts into client work.
- The README targets Intel and M1/M2 Macs with different minimum macOS versions. Local mode downloads weights; choosing an upload action changes the privacy boundary. Model terms remain separate from the GUI license.
Reviewed
- Use the official launcher at https://github.com/invoke-ai/launcher/releases/latest and install model weights appropriate for the machine.
The self-hosted Invoke application is free under Apache-2.0. It runs a local server and browser interface on compatible hardware. This price statement does not cover commercial hosted Invoke products or API-only models such as GPT Image, which may add provider charges.
Official pricing ↗Pricing checked:
- Provide a prompt, source image and canvas mask, then select a compatible generation model.
- Invoke produces iterative image edits through a unified canvas, galleries, boards and reusable workflows.
- Review masked boundaries and preserve the settings used for each approved revision.
- Compatibility depends on model size and hardware; no universal VRAM minimum is asserted here. The README labels several models API Only, so selecting them can move data and cost outside a local-only workflow.
Reviewed
- For manual installation follow the backend-specific PyTorch instructions, install requirements.txt, and launch python main.py after placing the required weights.
ComfyUI is GPL-3.0 open-source software for local node workflows. Local model execution has no ComfyUI per-generation charge, while model licenses, compute and optional external API nodes remain separate obligations. This review does not price a hosted cloud plan.
Official pricing ↗Pricing checked:
- Load a workflow with the required models and supply prompts, images or conditioning inputs.
- ComfyUI executes connected model nodes to generate or transform images with reusable workflow definitions.
- Inspect imported nodes and verify the output and provenance before reusing a shared workflow.
- Model checkpoints and extensions are not automatically supplied by a workflow file. Device support varies across CUDA, ROCm, XPU and Apple backends; an extension can execute code or contact an external service.
Reviewed
- An application must integrate the HTTP API and store its own key securely.
Murf API lists Falcon text-to-speech at USD 0.01 per 1,000 characters and Gen2 at USD 0.03 per 1,000. The API trial includes USD 10 credit and five concurrent requests. Purchased API credit does not expire; Studio and dubbing subscriptions are different products.
Official pricing ↗Pricing checked:
- Provide text, a supported voice selection and API credentials from your own account.
- Murf API converts application text into generated speech with separately metered synthesis and translation endpoints.
- Check pronunciation, latency and authorization for the selected voice before deployment.
- Five concurrent requests are listed for trial and pay-as-you-go. Character limits and voice entitlements depend on the endpoint; no production latency benchmark was run for this profile.
Reviewed
The reviewed annual AI Hobbyist offer is USD 89.91 billed every 12 months, displayed as about USD 7.49/month, with 200 Fast Credits/month delivered annually in advance. A 100-credit one-off pack is USD 7.99 and grants three days of PRO status. Free daily activity earns Relax Credits; model costs vary.
Official pricing ↗Pricing checked:
- Choose a supported image model and provide a prompt or authorized starting image.
- NightCafe produces generated images and optional animations using hosted models and credit-based settings.
- Inspect the selected model, settings and sharing visibility before posting generated work.
- Unlimited access applies only to listed models and base generations, excluding settings such as start images or ControlNet that raise costs. Some models require Fast Credits; Relax Credits are lower priority.
Reviewed
Essential is USD 12/month excluding tax on the reviewed monthly view, including 8,500 Fast Tokens/month, a 25,500-token bank and private creations. Free has 150 tokens/day and public creations. Premium is USD 30/month with selected relaxed image models; API credit is a separate pay-as-you-go balance.
Official pricing ↗Pricing checked:
- Provide a creative brief, choose a model and review image or video guidance settings.
- Leonardo generates images and selected video outputs through hosted models, guidance controls and creative presets.
- Confirm privacy, asset rights and visual consistency before using generations in a campaign.
- Free generations are public. Unlimited relaxed generation covers selected models and may queue or slow with demand; image and video allowances differ. A consumer subscription does not include API spending.
Reviewed
Pro Monthly is USD 8.49 according to the current official page and its USD offer schema. Free keeps unlimited Whisper-model use; Pro features can be tried for 3,000 words. Annual and lifetime options exist, but their amounts are not quoted here. External API keys may create separate provider charges.
Official pricing ↗Pricing checked:
- Press the dictation shortcut and speak into a selected microphone with the target app focused.
- Superwhisper turns speech into formatted text in other apps, with optional AI modes and file transcription.
- Read inserted text before sending it, especially commands, amounts and recipient names.
- The FAQ recommends cloud models on Intel Macs and says offline models work best on Apple Silicon. Meetings are marked Mac only. Cloud AI modes and your own API endpoints have different privacy and cost boundaries from local Whisper.
Reviewed
Solo is USD 25 once for one Mac, Personal USD 39 for up to two Macs, and Extended USD 49 for up to three. The page includes lifetime updates, a 14-day refund and a free trial without a stated trial duration. Optional Cloud Enhancement can add separate provider usage.
Official pricing ↗Pricing checked:
- Select a microphone and dictate into the active Mac application, using custom words if needed.
- VoiceInk inserts locally transcribed speech into Mac apps and supports vocabulary and replacement rules.
- Check automatic replacements and sentence cleanup so the intended meaning survives editing.
- The commercial download requires Apple Silicon and macOS 14.4 or later. Voice transcription stays local, but enabling optional Cloud Enhancement sends transcribed text to that service; its privacy boundary is different.
Reviewed
MacWhisper Free is EUR 0. Pro is EUR 64 per license as a one-time purchase with lifetime updates on the official site. Pro adds batch transcription, meeting capture, richer exports and provider connections. Bring-your-own AI API usage is billed separately by its provider.
Official pricing ↗Pricing checked:
- Drag supported audio or video files into the Mac app, or select an application audio capture source.
- MacWhisper produces local transcripts and subtitles, with Pro tools for batches, meetings and connected AI workflows.
- Review transcript quotations and confirm meeting participants know audio is being captured.
- Local transcription and optional cloud AI connections are different routes. The official site warns about impersonating download sites and directs purchases through Gumroad or the App Store; verify the download origin and current OS requirements before installing.
Reviewed
- Use Python >=3.11,<3.14 and pip install "rembg[cpu,cli]" for CPU CLI use; download weights before offline processing.
rembg is MIT-licensed software without a per-image software fee. CPU and GPU installation variants have different dependencies; downloaded segmentation model licenses, hardware and any rented server costs remain separate.
Official pricing ↗Pricing checked:
- Provide an image file, folder or byte stream and choose a suitable segmentation model.
- rembg returns foreground cutouts with transparent backgrounds through local processing interfaces.
- Check edge masks and confirm that product details and shadows are retained as intended.
- The current default bria-rmbg model requires a paid agreement for commercial use; that amount is not published here. Choose and review another model, such as u2net, deliberately. Cloud backends such as withoutbg upload images and have separate service bills; installing rembg alone does not make every backend local or free.
Reviewed
Free permits five videos a month, each up to two minutes at 720p with a branded outro. Basic is USD 19/month billed yearly for one user, still 720p; Starter is USD 59/month yearly and unlocks 1080p. Animation and voice allowances are separate annual meters.
Official pricing ↗Pricing checked:
- Provide the approved blog URL, script or document and a brand brief for the video.
- Lumen5 assembles scenes with stock media, captions and optional AI voiceover for editing and export.
- Check that each scene reflects the original claim and that stock imagery has the intended context.
- Unlimited paid video counts do not remove resolution, duration, animation or voice limits. Free has an outro, and the plan table keeps AI voice usage on a yearly allowance.
Reviewed
Basic is USD 180/year, equivalent to USD 15/month, versus USD 27 on monthly billing. It includes five premium downloads a month and five-minute videos. Starter is USD 300/year with ten monthly downloads; Free exports retain a watermark and limited assets.
Official pricing ↗Pricing checked:
- Prepare a storyboard, narration and brand assets before selecting characters or whiteboard scenes.
- Animaker produces editable animated scenes with voice and caption options, followed by plan-limited video downloads.
- Inspect character actions, narration timing and asset permissions for the final delivery context.
- AI video credits, generated-asset credits and premium downloads are distinct counters. Commercial and resale rights vary by plan; do not assume a paid watermark-free export grants every right.
Reviewed
Free includes core agents and up to 50 MB of file storage. The rendered annual Premium plan is USD 23.99 per user/month, billed yearly and excluding VAT, with up to 10 GB. Included model compute is limited; optional Extra Usage costs model base cost plus a platform markup whose percentage is not published in the reviewed guide.
Official pricing ↗Pricing checked:
- Upload a carefully scoped set of company documents and define a specific assistant task.
- TextCortex returns generated answers and analysis grounded in connected material where retrieval succeeds.
- Check retrieved passages and permissions before accepting an answer or action.
- Accounts cannot be shared with colleagues. The usage guide assigns a compute wallet worth 50% of the monthly license fee; exhausting it reverts to standard models. Extra Usage is optional and subject to admin spending caps, rather than unlimited premium inference.
Reviewed
Free includes ten AI autocompletes per day, ten PDF uploads and editor-body export. The reviewed annual view lists Plus at USD 12/month and Pro at USD 29/month; PDF size, page counts and full-document export differ by tier. Local checkout currency can vary.
Official pricing ↗Pricing checked:
- Import source PDFs and your own outline, then request a targeted continuation or edit.
- Jenni returns editable draft passages with citation and document-management controls.
- Open cited papers and confirm that each reference supports the exact statement.
- Free AI edits and chat messages have separate small allowances, and body export differs from full-document export. AI drafting does not establish originality, citation accuracy or journal acceptance.
Reviewed
Free Forever includes unlimited searches, collections and up to 50 seed articles. The official FAQ identifies standard ResearchRabbit+ pricing as USD 10/month in the annual plan, with up to 300 seeds and advanced controls. Country-based discounts and institutional quotations vary.
Official pricing ↗Pricing checked:
- Add known papers to a collection and choose the relationships worth exploring.
- ResearchRabbit produces related-paper recommendations and visual connections for literature exploration.
- Read recommended abstracts and record inclusion criteria before treating a paper as evidence.
- Seed selection biases the neighborhood you see, and discovery does not guarantee full-text access or systematic-review completeness. Country pricing can differ from the standard annual rate.
Reviewed
Semantic Scholar describes its public research product as free. A free account supports libraries, research feeds and alerts. This profile covers the website; separate API access conditions and publisher full-text subscriptions are not included in that zero software price.
Official pricing ↗Pricing checked:
- Enter a paper, author or topic query and use publication filters to narrow the result set.
- Semantic Scholar returns paper records, citations, available TLDRs and personalized research recommendations.
- Open the original publication and confirm bibliographic details before citing or excluding it.
- AI summaries and reading features do not cover every paper, and a paper record does not grant publisher full-text access. Recommendation relevance depends partly on the library and feedback you provide.
Reviewed
- Use the documented Windows package or Linux build instructions and match the Audacity version.
The GPL-3.0 plugin code has no per-track software charge and runs models locally through OpenVINO. You need a compatible Audacity build, plugin installation and downloaded models. Compute is your own; the music-generation model has separate licensing from the plugin code.
Official pricing ↗Pricing checked:
- Load mono or stereo audio into Audacity and select a passage for the intended AI effect.
- The plugins create processed audio or separated stems inside the editing workflow.
- Compare processed and original tracks at matched loudness before committing the effect.
- OpenVINO support varies by device and plugin version. Music separation, suppression and generation are different functions; successful installation does not prove that every accelerator or model works.
Reviewed
- Configure a Vosk or Whisper engine and install its language model before using Speech to Text.
Kdenlive is free open-source video-editing software, with no subscription for its local editor. Speech recognition requires separately configured Vosk or Whisper models and related packages. Optional SeamlessM4T translation adds a large model download and substantial local resource use.
Official pricing ↗Pricing checked:
- Import interview footage and select the clip or timeline zone to recognize.
- Kdenlive creates subtitle tracks or speech transcripts that can support clip selection and video assembly.
- Check cut boundaries, subtitle synchronization and translated terminology against the recording.
- The configured recognition engine controls the next operation. Model installation is required before speech features work, and translation can be substantially heavier than transcription.
Reviewed
- Use an official desktop build and configure the speech-to-text resources required by that version.
Shotcut is free open-source software for Windows, macOS and Linux. There is no editor subscription or per-export software fee. Speech-to-text needs its documented local recognition setup; model files, storage and rendering time remain workstation responsibilities.
Official pricing ↗Pricing checked:
- Open source footage and arrange clips, audio and subtitle content on the local project timeline.
- Shotcut exports edited video and supports conversion of speech into subtitle text.
- Watch the encoded output for subtitle timing, line breaks and unexpected audio transitions.
- Media compatibility depends on codecs, and local AI recognition has its own installation path. Free software is not evidence that a chosen computer can render a project in real time.
Reviewed
- Install the official desktop release and download the selected model before working offline.
Vibe is MIT-licensed local transcription software without a per-minute software fee. Download a compatible model for your own hardware. Optional Claude API summaries can create separate API charges and send text to a cloud provider; local Ollama analysis is a distinct configuration.
Official pricing ↗Pricing checked:
- Select local audio or video files and a recognition model that fits the workstation.
- Vibe exports transcripts in formats including TXT, SRT, VTT, DOCX and JSON.
- Check names, speaker labels and caption timestamps against a representative audio segment.
- Offline transcription is distinct from website downloads or cloud summaries. Stable timestamp options and speaker diarization add processing considerations; no runtime or accuracy benchmark was measured here.
Reviewed
- Install the Linux Flatpak and use the model browser to download only needed language resources.
Speech Note is open-source local software distributed through Flatpak and other documented routes. It has no hosted minute package or mandatory service subscription. Speech, voice and translation model files are downloaded separately; acceleration add-ons and model storage can be substantial.
Official pricing ↗Pricing checked:
- Record speech or supply text, then choose installed recognition, voice or translation resources.
- Speech Note creates note text, synthesized readback and supported offline translations.
- Listen to the readback and inspect specialist terms in both source and translated text.
- Models are not bundled in the base installation. GPU add-ons need compatible drivers and extra space; Wayland shortcuts or text insertion can require additional desktop integration.
Reviewed
- Install a platform-appropriate official release and complete the documented local model setup.
The real noScribe project is free GPL-3.0 software for Windows, macOS and Linux. It runs locally without a cloud transcription subscription. You provide the workstation, installation and model resources; the author explicitly disowns the similarly named noscribe.ai commercial service.
Official pricing ↗Pricing checked:
- Provide an interview recording and choose the recognition and speaker settings appropriate to the session.
- noScribe produces a local transcript that can be reviewed and corrected in its accompanying editor.
- Confirm speaker identities and ambiguous passages by listening, rather than accepting automatic labels.
- Speaker distinction is not verified speaker identity, and language support varies. Use the author’s linked website and repository to avoid confusing this software with an unrelated paid service.
Reviewed
- Install OCRmyPDF with Tesseract, Ghostscript and language packs through a documented platform package or container.
OCRmyPDF is free open-source software with no per-page hosted OCR fee. A local installation also requires Tesseract, Ghostscript and the appropriate language packs. Hardware, document storage and operating an automated job remain your responsibility.
Official pricing ↗Pricing checked:
- Supply a scanned PDF or image and specify the recognition language and desired output type.
- OCRmyPDF returns a PDF with a searchable text layer and supports explicit PDF/A output.
- Compare copied text, page order and visual appearance with the original before replacing an archive file.
- OCR can misread low-quality scans, unusual layouts and unsupported languages. Searchable text is not verified data extraction; review destructive processing choices and retain originals.
Reviewed
- Install the supported scanner driver and download the needed OCR languages in NAPS2.
NAPS2 is explicitly free for individuals and businesses, with no ads or software restrictions. Its local OCR has no per-page service charge. You still need a compatible scanner driver and downloaded recognition languages; scanner hardware is not included.
Official pricing ↗Pricing checked:
- Capture pages from a scanner or import supported images and documents for arrangement.
- NAPS2 saves assembled pages as PDF or image files and can add recognized text to PDFs.
- Check page orientation, missing sheets and copied text before filing the document.
- Device support depends on operating-system drivers. OCR language files and scan quality affect recognition; a successful scan is not proof that every field was read correctly.
Reviewed
- Use a prebuilt platform package or configure Tesseract and language data for a Python installation.
NormCap is open-source desktop software with no per-capture service fee. Official packages are available for Windows, Linux and macOS. Source installs need Tesseract and language data; macOS also needs screenshot permission and approval for the unsigned application.
Official pricing ↗Pricing checked:
- Select the screen rectangle containing text that cannot be copied directly.
- NormCap recognizes the captured text for reuse rather than returning only a screenshot image.
- Check visually similar characters and line breaks before pasting into another application.
- Screen-capture permissions and desktop protocols affect operation. The tool does not promise handwriting recognition, structured-table recovery or unlimited language coverage.
Reviewed
- Extract the official Windows package or follow the separate Linux runtime build instructions; choose one initial engine.
Umi-OCR is free MIT-licensed software with offline recognition engines. The documented Windows release can be extracted and run without installation. RapidOCR and PaddleOCR packages are alternatives; local storage, runtime and engine-specific licenses still need review.
Official pricing ↗Pricing checked:
- Drag images into a batch tab and define OCR language, engine and optional ignored regions.
- Umi-OCR produces recognized text with configurable post-processing and batch output options.
- Inspect skipped regions, reading order and numbers on multiple layouts before accepting the batch.
- Do not install both Scoop variants blindly because shortcuts can overwrite one another. Region rules are coordinate-sensitive, and alternate engines may produce different reading order or recognition results.
Reviewed
- Install argostranslate with pip, update the package index and install the specific language direction.
Argos Translate uses an MIT-licensed open-source runtime without a hosted character fee. Install the Python package and download the required language models before offline work. Model packages, memory and CPU or optional GPU resources are separate operating inputs.
Official pricing ↗Pricing checked:
- Provide source text plus installed source and target language packages in the Python or CLI environment.
- Argos Translate returns locally translated text and can pivot through installed intermediate languages.
- Inspect terminology and compare pivoted translations with the source before distributing them.
- Not every language pair has a direct model. The optional GUI is a separate package, and translating files or HTML uses additional integrations rather than the plain-text call alone.
Reviewed
- Follow the official package instructions in an isolated Python environment and load required languages before exposing the server.
LibreTranslate server code is available under AGPL-3.0 for self-hosting with no per-character software charge. You supply the server, model packages and operations. This zero software price does not include keys or service at the separately operated libretranslate.com hosted endpoint.
Official pricing ↗Pricing checked:
- Send translation requests with explicit source and target languages to your configured instance.
- LibreTranslate returns machine-translated text through its web interface and API.
- Review translation samples and validate server exposure before making the endpoint available to others.
- The project relies on Argos model coverage and AGPL obligations. A public hosted service is a separate offering, and self-hosting does not by itself provide authentication, uptime or audited translation quality.
Reviewed
- Use an official platform release and download a supported language pair before offline work.
The official site provides the desktop translation application free to the community. You run downloaded language models on your own machine without a hosted character allowance. Custom languages and extra services are separately offered; the browser extension has different stated commercial-use terms.
Official pricing ↗Pricing checked:
- Enter text in the desktop application or pass it to the CLI with a selected installed model.
- translateLocally returns locally computed translations using the selected Marian/Bergamot model.
- Check the language direction and specialized vocabulary on a known bilingual sample.
- Language availability depends on downloadable models. Source builds require Qt and platform-specific numerical libraries; desktop software, browser extensions and custom services have distinct conditions.
Reviewed
- Build with CMake, download a compatible model and prepare a 16-bit WAV sample for the basic CLI.
whisper.cpp is an MIT-licensed C/C++ Whisper implementation without a per-minute software fee. You compile a runtime or use documented packages and download compatible ggml model weights. Hardware, model storage and any hosting remain separate; this is not an OpenAI hosted transcription allowance.
Official pricing ↗Pricing checked:
- Provide compatible model weights and a supported audio file to the CLI or application binding.
- whisper.cpp computes local speech-recognition text with runtime options for timestamps and integration.
- Inspect transcription errors and measure latency on target hardware before product integration.
- The basic whisper-cli example expects 16-bit WAV input; the README shows FFmpeg conversion. GPU and NPU backends require their own build configuration, and model reference memory is not a concurrency guarantee.
Reviewed
- Use an account or supported integration, and finish the work before the announced standalone closure.
One trial credit is offered. Pay-as-you-go shows USD 3 for 3 credits; the selected subscription is USD 9/month for 40 credits. Credits expire on 1 December 2026 at 09:00 CET, when the standalone website closes and background removal moves to Canva.
Official pricing ↗Pricing checked:
- Upload a product photograph or send an image through a supported integration.
- The service returns a background-removed image that you can restore or edit before downloading.
- Inspect hair, transparent edges and product details, then record the replacement workflow for December.
- The announced closure makes continuity a material constraint. Trial access does not extend credit validity or guarantee that an existing API integration will survive the transition.
Reviewed
- Use the browser or mobile app, with a Pro team account when sharing the paid allowance.
Free has limited background removal and upscaling with watermark-free export. Pro is USD 10 monthly or USD 8/month billed yearly, with 600 monthly AI credits, 3 team members and 1,000 monthly batch exports. Advanced model usage consumes separate credits.
Official pricing ↗Pricing checked:
- Provide product photos and a consistent target background, crop and delivery size.
- Pixelcut produces edited or generated product images for review and export.
- Compare labels and material texture with the original to catch invented product details.
- Unlimited basic operations are distinct from model credits and monthly batch exports. A generated scene can misrepresent size, logos or included accessories.
Reviewed
- Use the web reader, a supported extension or an available device application.
Free includes 10 basic voices, text-to-speech only and playback up to 1.5x. Premium is USD 29/month on the displayed monthly setting and adds natural voices, scan-to-listen and AI features. Speechify Studio and the developer API are separate products.
Official pricing ↗Pricing checked:
- Open an article or import a supported document and select a voice for listening.
- The reader speaks the text with playback controls and plan-dependent AI assistance.
- Check names, equations and skipped passages against the original document.
- A reader subscription does not establish commercial voiceover redistribution rights. Voice availability, scanning and other AI functions depend on the purchased plan.
Reviewed
- Select a commercial subscription for narration that will be publicly distributed.
Commercial Starter is USD 29/user/month or USD 198/user/year, with 500,000 monthly credits for one user. Creator is USD 49 monthly or USD 297 yearly with 2 million credits. The personal reader plans are separate and license audio only for personal use.
Official pricing ↗Pricing checked:
- Enter an approved narration script, choose a permitted voice and set the desired delivery style.
- The commercial studio creates downloadable MP3 or WAV narration under its commercial terms.
- Proof-listen the full export and retain the applicable plan and voice permissions with the project.
- Commercial credits, personal listening and voice cloning permissions are different controls. Obtain speaker consent for cloning; do not assume unused credits carry over without checking the current terms.
Reviewed
- Create a research account and identify at least one relevant seed article.
The rendered Free plan lists 2 Litmaps, 100 articles per map and up to 20 search inputs. Pro is displayed from USD 10/month with annual billing and education/commercial selectors; country discounts and eligibility can change the offer. Advanced search belongs to paid plans.
Official pricing ↗Pricing checked:
- Supply one or more seed articles and select the citation or semantic discovery method available to your plan.
- Litmaps returns a literature map with suggested papers and configurable monitoring.
- Read abstracts and full papers to decide relevance; a recommendation is not an evidence-quality assessment.
- Similar Text analyzes titles and abstracts rather than validating study findings. Free and advanced discovery allowances differ; the plan page contains multiple variants, so use the rendered selected offer.
Reviewed
- Install the appropriate PDFgear application and review its AI data policy before enabling document chat.
PDFgear publicly offers its PDF editor and AI PDF assistant free, without a paid subscription requirement on the reviewed pages. No guaranteed numerical AI quota was published there. Do not interpret the free desktop editor as proof that cloud AI runs offline.
Official pricing ↗Pricing checked:
- Open a PDF and choose either a document-editing operation or an AI question about its contents.
- PDFgear produces edited files or AI answers that you can compare with the source pages.
- Check page layout, extracted numbers and source passages before accepting changes or answers.
- AI output can be inaccurate, and document content may leave the device when AI is used. A free offer does not establish a service-level commitment or unlimited future access.
Reviewed
- Use the documented free MCP entry or create an API integration with the appropriate access credentials.
Web Search Standard is USD 5 per 1,000 calls; Contents is USD 1 per 1,000 pages. The free MCP entry allows 100 Web Search queries per day without an API key. Answer is USD 5 per 1,000 calls, while Research tiers have separate rates and scope.
Official pricing ↗Pricing checked:
- Send a search query, known URL or research question to the appropriate endpoint.
- The selected API returns web results, extracted content or a generated answer with sources.
- Inspect source dates and citations before passing an answer into a consequential workflow.
- Search output is not a guarantee of factual correctness. Contents bills pages, and Research depth changes both latency and price; application model costs remain separate.
Reviewed
- Create a Tavily account, obtain an API key and keep it on the server side.
Researcher includes 1,000 free API credits per month without a credit card. Pay-as-you-go is USD 0.008 per credit; the displayed Project plan is USD 30/month for 4,000 credits. Search, extraction and crawl consume credits according to the operation.
Official pricing ↗Pricing checked:
- Provide a query or URL set and select the required retrieval depth and output options.
- Tavily returns search evidence or extracted web material for the agent to analyze.
- Check whether the cited page actually supports the proposed answer and whether its date is suitable.
- Credits reset monthly, and complex operations can cost more than a basic request. Exhausting the free allowance stops requests until reset or an eligible upgrade.
Reviewed
- Create an Exa account and configure its API key and request limits in your application.
Starter includes USD 10 monthly credits plus a USD 10 onboarding bonus. Lite Search is USD 4 per 1,000 requests with up to 10 results; Auto is USD 7 and Deep USD 12. Extra results and content types can add charges; fixed Agent effort ranges from USD 0.012 to USD 1 per run, with Ultra usage-based.
Official pricing ↗Pricing checked:
- Send a query with a search mode, result count and requested content types.
- Exa returns relevant pages and optional content, or an asynchronous research result when using Agent.
- Review retrieval relevance and quoted passages instead of accepting a mode label as proof of research quality.
- Agent contact enrichment is charged separately, and additional results or summaries increase the retrieval bill. Published speed descriptions are not a latency guarantee for your workload.
Reviewed
- Obtain a Search API key and select the Search or Answers service appropriate to the integration.
Search is USD 5 per 1,000 requests and includes USD 5 of monthly credits. Answers is USD 4 per 1,000 requests plus USD 5 per million input/output tokens, with its own displayed USD 5 monthly credit. Do not combine separate endpoint allowances into one unlimited balance.
Official pricing ↗Pricing checked:
- Provide a query and relevant search parameters, or a question to the separate Answers endpoint.
- The search API returns ranked web evidence; Answers can return a cited generated response.
- Check freshness and source support, and keep model reasoning costs in a separate budget.
- Endpoint rate limits and credits differ. Vendor benchmark claims are not Agenlify testing, and a retrieved result does not establish that a statement is true.
Reviewed
- Create an account and select a supported model version; custom deployments require a compatible model package.
Public models bill either hardware runtime or model-specific input/output units. FLUX.1.1 Pro is listed at USD 0.04 per image; an A100 80GB is USD 0.0014/second. Most private models bill setup, idle and active instance time, unlike public request-only execution.
Official pricing ↗Pricing checked:
- Select a model version and provide the required prompt, media or custom model package.
- Replicate returns a prediction result or generated media from the hosted execution.
- Validate output quality, model license and deployment billing behavior before production integration.
- Private instances can incur setup and idle costs. Each model has its own license and input schema; a catalog listing does not grant unrestricted output rights.
Reviewed
- Set up API access and confirm that the chosen media model accepts your intended input format.
fal lists FLUX.1 schnell at USD 0.003 per megapixel and FLUX.1 dev at USD 0.025 per megapixel. Model units vary across images, video seconds, tokens and generations. Custom H100 list pricing is USD 4.50/hour, billed per second while runners are alive; advertised lower rates are not the default list rate.
Official pricing ↗Pricing checked:
- Send a prompt or source asset together with explicit size, duration and model settings.
- The endpoint returns generated or transformed media in its model-specific output format.
- Inspect artifacts and usage receipts before accepting results into the media pipeline.
- Per-image, per-megapixel and processed-megapixel units differ. Custom runners can bill while alive, and model availability or licensing must be checked separately.
Reviewed
- Use a Hub account and compatible application dependencies for the selected Space or endpoint.
The Hub has free access and CPU Basic Spaces hardware is listed as free. PRO is USD 9/month and includes USD 2 monthly Inference Providers credits. Paid Spaces and dedicated Inference Endpoints are separate compute charges; a T4-small Space is listed at USD 0.40/hour.
Official pricing ↗Pricing checked:
- Provide a model repository, dataset or application code and select compatible hosting hardware.
- The platform publishes collaborative repositories, runnable demos or hosted inference endpoints.
- Review model cards, licenses and hardware behavior before inviting users to a public demo.
- Community models have different licenses and resource needs. The multi-product Hub domain cannot be interpreted as usage of an individual model or Space.
Reviewed
- Create API access and explicitly select permitted models and providers for the application.
The Free plan lists 50 requests/day to eligible free models. Standard uses model-specific pay-as-you-go rates with a listed 5.5% platform fee; Business lists 8%. The page also describes separate BYOK terms, so hosted credits and provider-key usage must not be priced as one arrangement.
Official pricing ↗Pricing checked:
- Choose an eligible model and route, then send a chat or application request through the unified interface.
- OpenRouter returns the selected provider model response and usage information.
- Test fallback behavior, inspect the provider policy and verify the resulting response before use.
- Free-model availability and throughput are constrained. A unified API does not make provider retention policies, context limits or model capabilities identical.
Reviewed
- Configure a Together API key and choose a model currently listed for the needed modality.
Together AI publishes per-model serverless rates. The listed gpt-oss-120B rate is USD 0.15 per million input tokens and USD 0.60 per million output tokens. Dedicated inference, GPU clusters, fine-tuning and provisioned throughput are separate products and charges.
Official pricing ↗Pricing checked:
- Send a model-specific inference request or supply deployment requirements for reserved capacity.
- The service returns generated text or media with the selected model usage meter.
- Measure answer quality, latency and errors with representative application inputs.
- Price and availability are model-specific, and dedicated services can have commitment or uptime costs. A media default-size estimate is not a universal per-output quote.
Reviewed
- Configure API credentials and verify the exact model and service-tier availability.
DeepInfra lists Llama-3.3-70B-Instruct-Turbo at USD 0.10 per million input and USD 0.32 per million output tokens. Priority is 1.5x the base rate and Flex is 0.8x where supported. Dedicated custom LLM hardware is billed for uptime, with minute granularity.
Official pricing ↗Pricing checked:
- Send prompts to the exact supported model and specify a service tier only when available.
- The endpoint returns model output with usage suitable for token-based cost accounting.
- Validate response quality and retry behavior before routing live workloads to a cheaper tier.
- Flex can be slower or unavailable, and Priority does not change model capability. Dedicated hardware has a different cost basis from serverless token billing.
Reviewed
- Use a GroqCloud account and API key with a currently supported production model.
GroqCloud lists gpt-oss-120B at USD 0.15 per million input and USD 0.60 per million output tokens. Whisper Large V3 Turbo is USD 0.04 per audio hour. Free-plan access has model-specific limits; a public model row is not an unlimited free allowance.
Official pricing ↗Pricing checked:
- Submit model-compatible messages or an audio file to the appropriate API.
- GroqCloud returns generated model text or a speech transcription result.
- Compare accuracy and tail latency on representative inputs before relying on a speed claim.
- Preview models are explicitly unsuitable for production and may disappear at short notice. Limits and pricing units differ between text, speech and safety models.
Reviewed
- Create API access and prepare audio matching the selected recorded or streaming endpoint.
Pay As You Go includes a USD 200 starting credit. Pre-recorded Nova-3 monolingual is USD 0.0043/minute; the reviewed streaming rate is a promotion at USD 0.0048/minute, versus USD 0.0077 regular. TTS, voice agents and add-ons have separate meters.
Official pricing ↗Pricing checked:
- Upload recorded audio or open a supported live audio connection with the correct model and language settings.
- The API returns transcripts and any separately selected speech features.
- Review timestamps, speaker labels and names, and obtain permission to process the recording.
- Streaming promotions can end, and add-ons can change the effective minute rate. Speech recognition does not guarantee correct names, speaker identity or consent.
Reviewed
- Create an API key and provide an audio source accessible to the transcription service.
Pre-recorded Universal-2 is USD 0.15/hour and Universal-3.5 Pro USD 0.21/hour. Speaker diarization adds USD 0.02/hour for either listed model; other prompting or medical-mode options add their own charges. The page offers a no-card trial with up to 185 prerecorded hours, depending on the model used.
Official pricing ↗Pricing checked:
- Provide an accessible audio source and explicitly enable the desired transcription and enrichment options.
- AssemblyAI returns a transcript with timestamps and the selected additional analysis.
- Check technical terminology and speaker turns before using the result as a meeting or research record.
- Add-on availability differs by model, and the maximum trial-hour claim is not a promise for every feature combination. Do not use generated labels as verified identities.
Reviewed
- Configure voice API access and a plan whose commercial and concurrency terms fit the project.
Free includes 20,000 monthly model credits and USD 1 monthly prepaid agent balance. Pro is USD 5/month with 100,000 credits and USD 5 agent balance, plus a commercial-use license. Managed calls are USD 0.06/minute; Cartesia-provided telephony adds USD 0.014/minute. TTS/STT credits and agent dollars are separate balances.
Official pricing ↗Pricing checked:
- Send text for speech synthesis, audio for recognition or a configured conversation to a managed agent.
- Cartesia returns speech, recognized text or a managed voice conversation according to the chosen service.
- Test interruptions, pronunciation and consent, then review actual call and model usage.
- Free access does not include the stated Pro commercial license. Paid overages can be enabled, and time-limited free LLM or evaluation offers should not be treated as permanent zero cost.
Reviewed
- Prepare approved brand references and access to the accounts used in this Simplified workflow.
Starter is listed at USD 79/month for five campaigns. The reviewed offer combines copy, design, video and scheduling; higher tiers raise campaign counts and seats. Trial duration, unused-campaign rollover and extra-campaign rates were not established by the visible pricing text.
Official pricing ↗Pricing checked:
- Provide a campaign brief, approved brand assets and the channels that need finished drafts.
- The workspace prepares campaign copy and creative with a scheduling and approval workflow.
- Review the full campaign for factual consistency, brand rules and destination links before approving publication.
- Included campaign counts are not a promise of unlimited revisions or advertising results. The pricing page advertises approval before shipping; keep a named reviewer and check the actual connected-channel permissions.
Reviewed
- Prepare a brand voice brief and distinguish writing, image and audience-simulation uses in the shared credit budget.
Essential is EUR 42/month billed annually, plus VAT, with 25,000 credits per day and a seven-day trial. Pro is EUR 84/month per user billed annually, plus VAT, with 250,000 credits per day per user. The article, social-post, image and audience-query examples draw from the same daily pool.
Official pricing ↗Pricing checked:
- Supply a writing brief, brand guidance and source material for the audience and channel you intend to reach.
- The editor and chat tools return text drafts and supported research or image outputs against a common credit balance.
- Check cited facts and audience assumptions, then revise the draft for the actual offer and brand voice.
- Credit consumption depends on task and model. Vendor examples are indicative capacity illustrations, not measured throughput or evidence that generated audience responses represent real customer research.
Reviewed
- Prepare an approved mailing list, sender setup and product facts for the email sequence.
The selected Start offer is USD 99/month for up to two users and 3,000 subscribers, with a seven-day trial. It includes three brand voices, seven brand-knowledge assets and ten tracked competitors. Platform is USD 199/month with larger content-workflow allowances. The page also contains an unmatched USD 249 promotional comparison; use the named plan rather than treating that line as the Start price.
Official pricing ↗Pricing checked:
- Provide an email objective, permission-based audience information and approved brand references.
- The platform generates email drafts and supports newsletter publishing and automation on the selected plan.
- Proofread offers, test links and verify recipient consent before approving any send.
- An included subscriber ceiling and unlimited-email wording do not eliminate deliverability, consent or sending-policy limits. Competitor tracking supplies examples rather than permission to copy protected text.
Reviewed
- Inventory the social profiles that must connect and assign a reviewer before enabling scheduling.
Starter is USD 29/month plus applicable VAT for one user, five social profiles and 300 credits. Team is USD 79/month for five users, twenty profiles and 1,500 credits. A seven-day card-required trial automatically becomes a paid subscription unless cancelled in billing settings.
Official pricing ↗Pricing checked:
- Enter a post brief and brand assets, then connect the specific social accounts you are authorized to manage.
- Ocoya prepares social copy and creative and places approved posts in a publishing schedule.
- Check channel-specific crops, links and claims before allowing the scheduled post to publish.
- Monthly credits are separate from profile and user allowances. A trial requires a payment card and renews automatically; record its end date rather than treating Try free as a permanent free plan.
Reviewed
- Map each social profile to its workspace and content categories before selecting a plan.
Bootstrap is USD 29/month or USD 290/year, with five profiles, one user and one workspace. Accelerate is USD 49/month or USD 490/year for ten profiles. Pro is USD 99/month or USD 990/year for twenty-five profiles and additional collaboration features. A fourteen-day trial needs no card; the annual display rounds its monthly equivalent.
Official pricing ↗Pricing checked:
- Provide content themes and drafts and connect the social profiles that belong in the workspace.
- The platform returns AI-assisted post variants and an organized posting calendar with supported recycling rules.
- Review whether recycled offers and dates are still valid, and approve versions before scheduling them.
- Unlimited AI generation does not mean unlimited connected profiles, users or historical analytics. Do not assume the lowest tier includes every approval or collaboration feature shown in the comparison table.
Reviewed
- List brands, channels and whether automatic publishing is required before choosing Core or Rise.
Core is shown at USD 230 billed yearly, with 1,300 monthly credits, one brand, ten channels and no auto-posting. Rise is USD 474/year with 3,200 monthly credits, four brands and auto-posting to twenty channels. The three-day trial requires a card and charges when it ends. Tax and selected credit, brand or channel add-ons are extra.
Official pricing ↗Pricing checked:
- Enter a creative brief or product material, choose a format and select the brand context.
- The service generates editable ads, images or videos, with publishing options determined by the plan.
- Validate product claims, visual fidelity and channel settings before using a creative in an advertisement.
- Credit use varies by content type and model, and competitor-analysis runs have their own allowance. Generated creative and advertised savings do not demonstrate campaign performance.
Reviewed
- Prepare a product link and authorized assets, and set a credit budget for rejected ad variations.
The selected annual view lists Standard at USD 10/month with 55 monthly credits, one seat and one brand space. It also shows USD 15 as the undiscounted comparison. Free has ten monthly credits and watermarked exports, advertised as up to two video ads or twenty image ads. API and Business offerings are separate.
Official pricing ↗Pricing checked:
- Provide a product URL or approved product assets and a brief for the intended ad audience.
- Creatify generates editable ad concepts using supported actors, templates and media-generation models.
- Inspect the product depiction and actor script, then approve claims and export settings before running an ad.
- Credits, concurrency and licensing conditions still apply to paid plans. A generated actor is not a real customer testimonial, and the reviewed pricing does not establish conversion performance.
Reviewed
- Separate NEO and NEO 2 minute needs and determine whether the learning platform needs a SCORM export.
Starter is free; the nearby USD 27/month text denotes advertised value, not a current charge. Professional is USD 59/month on an annual plan, including one editor, thirty NEO minutes and ten NEO2 minutes monthly. Additional editors display USD 30/month each; Professional includes five streaming SCORM exports per month.
Official pricing ↗Pricing checked:
- Enter an approved training script or import supported presentation material and choose the presenter and voice.
- The editor creates presenter-led lessons and supported video or course exports according to the selected plan.
- Check pronunciation, translated instructions and learner interactions in the target LMS before release.
- Free access does not establish watermark removal, unrestricted MP4 downloads or SCORM entitlement. The Enterprise unlimited language is a sales-plan description, not a benchmark of rendering speed or unlimited editor seats.
Reviewed
- Define the review question and inclusion criteria before choosing ordinary search or a Deep review.
Free includes unlimited paper searches, ten Pro messages, three Deep reviews and ten Study Snapshots monthly. Pro is USD 20/month or USD 144/year, with unlimited Pro messages and fifteen Deep reviews per month. Deep is USD 65/month or USD 540/year for two hundred Deep reviews monthly. Included API/MCP call quotas are separate from review counts.
Official pricing ↗Pricing checked:
- Ask a clearly scoped research question and specify the population, intervention or outcome that matters to your review.
- The service returns paper results and plan-dependent AI messages, study summaries or deeper evidence reviews.
- Open the cited papers and check methods, populations and limitations before relying on a conclusion.
- A citation is a retrieval trace, not proof that the study supports every sentence of the generated synthesis. Search coverage, publication bias and the quality of individual studies still require independent judgment.
Reviewed
- Prepare product photographs you can reuse and a shot list specifying the real package and excluded props.
Lite costs USD 9/month for 30 images; Basic is USD 19/month for 200 and Pro USD 39/month for 500. Bulk generation starts on Basic. The page promotes annual discounts but the displayed monthly prices do not establish an annual invoice or a free-trial allocation.
Official pricing ↗Pricing checked:
- Upload a clear product image and describe the desired backdrop with a theme or custom prompt.
- The studio produces product photographs with generated settings for your catalog or campaign.
- Check label spelling, shape, proportions and contact shadows against the original product before exporting selected variants.
- A generated scene can distort packaging or imply an accessory that is not sold. Image allowances are monthly, and the visible plan text does not establish unused-credit rollover; do not budget unused capacity as a permanent balance.
Reviewed
- Keep a clean source image and determine how many colleagues need their own studio access.
The annual-pricing view lists Starter at USD 13/month for 500 photos, Team at USD 29/month/user with three seats, and Organization at USD 83.25/month/user starting at five seats. Free access offers 40 photos once. Team advertises unlimited photos; verify applicable usage terms rather than treating that as unlimited throughput. Custom AI models are marked coming soon.
Official pricing ↗Pricing checked:
- Supply an isolated product photograph and choose a template or describe the intended setting.
- Mokker returns staged product images with AI-generated surroundings.
- Compare the exported image with the original label and silhouette and reject invented details.
- The free allocation is one-time, not 40 photos every month. A feature marked coming soon is not a current capability, and annual per-user prices require the stated seat commitment to estimate a team bill.
Reviewed
- Use authorized brand references and document which packaging details must stay unchanged in every output.
Free lists one custom model, five generated images and one video generation. With annual discount off, Pro costs USD 10/month, Pro+ USD 35/month with 80 images and three videos, and Scale starts at USD 55/month with 150 images and five videos. Annual-discount display rates are USD 8, 26 and 38/month respectively. Instant images and ads consume four times the image quota. Pro+ and Scale explicitly list a company commercial license.
Official pricing ↗Pricing checked:
- Provide product references and arrange the desired composition or custom-model brief.
- The workspace produces generated product visuals and plan-limited video variations.
- Inspect logos, material appearance and product dimensions before using a generated composition commercially.
- Fast modes have different quota consumption, and the visible Pro row does not establish every image allowance. Licensing wording and model limits need checking for the actual plan; do not infer company rights from a free preview.
Reviewed
- Instrument one application and prepare representative passing and failing cases before choosing a score budget.
Starter has no platform fee and includes USD 10 model credits/month, 1 GB processed data, 10,000 scores and 14-day retention. Additional data costs USD 4/GB and scores USD 2.50/1,000. Pro is USD 249/month with USD 100 model credits, 5 GB, 50,000 scores and 30-day retention; overages are USD 3/GB, USD 1.50/1,000 scores and applicable retention charges. Model inference follows token rates after credits.
Official pricing ↗Pricing checked:
- Send application traces and a labeled evaluation dataset with expected behavior or scoring criteria.
- The platform provides trace inspection, experiment comparisons and evaluation scores for reviewing AI behavior.
- Check whether evaluators catch real failures and protect sensitive content before including production traces.
- An automated score is only as useful as its rubric and examples. Fourteen-day Starter retention may be too short for a monthly incident review, and included model credits are not unrestricted inference.
Reviewed
- Prepare a prompt registry and sanitize recorded requests before connecting production traffic.
Free includes five users, 2,500 requests/month, one workspace and 250 evaluation cells/month. Pro is USD 49/month with the same included request and evaluation limits, unlimited workspaces and playgrounds, and USD 0.003 per additional transaction. Team is USD 500/month with 25 users, 100,000+ requests and 7,500+ evaluation cells, with USD 0.002 transaction overages. Model-provider bills are separate from this platform pricing.
Official pricing ↗Pricing checked:
- Provide versioned prompts, application request records and test examples with desired responses.
- The workspace records prompt changes and evaluation results that teams can compare across versions.
- Review dataset representativeness and require a human decision before promoting a prompt that changes production behavior.
- Additional usage can include requests, agent runs and evaluation cells. Free and Pro are hosted in the US; enterprise deployment options require separate agreement. A platform subscription does not establish a model-provider spending cap.
Reviewed
- Start with an instrumentable application and define which traces may contain user data before enabling collection.
Developer is USD 0/seat/month for one seat with 5,000 base traces/month, then usage charges. Plus is USD 39/seat/month with 10,000 included base traces total and further usage charges. The pricing calculator lists 0.005 LSU per additional trace and USD 1 per LSU. Deployment resources, sandboxes, evaluators and model gateway usage have their own meters; included traces are not an all-inclusive hosting plan.
Official pricing ↗Pricing checked:
- Instrument agent calls and provide evaluation examples that capture the task success criteria.
- LangSmith exposes execution traces, datasets and evaluation results for debugging agent behavior.
- Check nested tool calls and scoring failures before deciding that a run is ready for production.
- A successful trace is not evidence of a correct answer. Resource-based deployment and model-gateway charges can dominate a small seat fee, so estimate each enabled service rather than relying on the starter headline.
Reviewed
- Assign a support owner and define approved knowledge, escalation destinations and billing monitoring before launch.
Free includes 100 conversations, three seats and three agents, with no top-ups. Plus is USD 150/month billed annually, including 250 conversations/month and USD 25 AI usage; additional packs cost USD 65 per 100 conversations. Team is USD 750/month billed annually with 1,500 conversations, USD 150 AI usage and unlimited seats. Conversation packs and AI-credit auto-recharge can add recurring usage costs.
Official pricing ↗Pricing checked:
- Provide approved support articles, escalation rules and the customer channels the agent may use.
- The platform returns agent conversations, knowledge-grounded replies and routed support interactions.
- Test unanswered questions, permission-sensitive actions and the handoff to a human before accepting live traffic.
- Two end-user messages make an exchange billable as a conversation; separate anonymous sessions and conversations spanning two months can count separately. Paid-plan AI recharge is USD 10 at 95% of its limit, and the published page says its threshold and amount are not yet configurable.
Reviewed
- Prepare current support content and decide who may approve changes to the deployed agent and its actions.
The yearly view lists Hobby at USD 32/month with 700 message credits and two members, Basic at USD 120/month with 4,000 credits and three members, and Business at USD 400/month with 15,000 credits and five members. Each includes one agent and a seven-day trial offer. Auto-recharge is USD 40 per 1,000 message credits. API and voice access start on Basic; removing Chatbase branding costs USD 1,188/year separately.
Official pricing ↗Pricing checked:
- Upload support documents or connect approved sources and define which customer actions the agent is allowed to perform.
- Chatbase produces a deployable support agent with source-based replies and plan-dependent actions and integrations.
- Validate answers against source documents and test customer identity boundaries before enabling account-specific actions.
- Included message credits and test credits are separate. Model choice and actions can affect consumption, so 700 credits do not promise 700 solved tickets. Training-content size and one included agent are additional limits even when credits remain.
Reviewed
- Prepare a pronunciation list and a final-duration estimate for the annual production schedule.
Starter is USD 120/year, displayed as USD 10/month, with 240 downloaded minutes/year, ten projects and commercial rights. Pro is USD 396/year with 2,160 downloaded minutes/year and unlimited projects. Business is USD 1,920/year/user with 2,880 minutes/year/user. The no-card trial lists three download minutes/month without commercial rights and ten minutes of generation in the comparison table. Paid generation is unlimited, but downloads remain metered.
Official pricing ↗Pricing checked:
- Paste an approved English script and choose a voice with pronunciation and delivery settings.
- The studio creates narration and supported caption files for integration into a video or learning project.
- Listen to names, numbers and sentence emphasis and check timing against the final picture before downloading.
- Trial output does not carry commercial rights. Starter and Pro list English voices; additional languages belong to the relevant enterprise arrangement. Re-exporting revised audio can consume download capacity even if generation itself is unlimited.
Reviewed
- Prepare licensed scripts and identify a language reviewer for every localized version.
Free provides 1,000 starter credits. Individual costs USD 19 monthly or USD 190 billed annually with 20,000 credits/month; Solo is USD 39 monthly or USD 390 annually with 50,000 credits/month; Agency is USD 99 monthly or USD 990 annually with 250,000 credits/month. Paid plans list commercial rights and unlimited downloads, but generation remains credit-limited. The page’s annual invoice is ten monthly payments, not the displayed monthly number multiplied by twelve.
Official pricing ↗Pricing checked:
- Enter the narration text and select the desired language, accent and voice.
- Listnr generates voice audio that can be downloaded or embedded according to the selected plan.
- Have a fluent reviewer check pronunciation and meaning in every delivered language.
- The free credits are described as a starting allocation, not a recurring monthly promise. Approximate hours depend on credit consumption, and paid commercial rights do not clear third-party script or voice rights automatically.
Reviewed
- Estimate final duration plus correction headroom and prepare text or slides in a supported format.
Narakeet sells one-time capacity purchases rather than recurring subscriptions: USD 6 for 30 minutes, USD 45 for 300, USD 100 for 1,000, USD 200 for 2,500 and USD 500 for 10,000. Text-to-speech is charged by final audio/video duration in one-second increments; transcription is charged by original-file duration. A free allowance and capacity expiry were not established by the reviewed pricing page.
Official pricing ↗Pricing checked:
- Provide a narration script or supported slide material and choose a language and voice.
- The service produces spoken audio or narrated video whose final duration determines generation charges.
- Listen to the complete result and check slide timing before accepting a paid render as final.
- One-second billing precision does not eliminate the cost of a corrected render. Generation and transcription use different duration bases, and content rights still require review before distributing a voiceover.
Reviewed
- Use a supported coding assistant and install the pack separately for each harness.
The MIT-licensed skill pack has no software licence charge. A compatible coding assistant and its model usage are separate costs; commercial support is offered by inquiry.
Official pricing ↗Pricing checked:
- A feature request, repository context and the host assistant configuration.
- A design, task plan, implementation and verification artifacts produced through the host agent.
- Approve the design and review the final diff and actual test evidence before merging.
- Workflow instructions depend on the host following them. Automatic activation can add process to small tasks; upstream performance claims have not been independently tested here.
Reviewed
- Select the official DietrichGebert repository integration that matches your assistant.
Ponytail is MIT-licensed with no separate software subscription required for the repository skill. Coding-agent subscriptions or API usage remain payable to the chosen provider.
Official pricing ↗Pricing checked:
- An existing repository, a scoped change and optionally a diff to review.
- Agent changes, review findings and an audit of avoidable complexity.
- Check that simplification preserves validation, security and accessibility.
- Commands vary by host; instruction-only adapters do not provide every plugin command. The optional Claude Code band requires the documented host version and is not available in every interface.
Reviewed
- A skill-capable assistant and access to the repository references needed by the selected workflow.
The engineering skill collection is MIT-licensed. Installing the skills does not include an AI assistant subscription, model calls or the development infrastructure used by its workflows.
Official pricing ↗Pricing checked:
- A specification or code change, project constraints and the selected skill.
- Structured plans, implementation steps, reviews and verification records.
- Choose the workflows to enable and inspect evidence before accepting a release.
- Workflow commands can overlap built-in assistant commands; namespaced invocation may be required. Individual-skill installation has a documented shared-reference gap.
Reviewed
- Enough memory and storage for the chosen model; executable permission on Unix-like systems or an .exe suffix on Windows.
The runtime is Apache-2.0 licensed, with MIT-licensed changes to its llama.cpp and whisper.cpp components. There is no runtime subscription for local execution. Hardware, electricity and the selected model licence remain separate.
Official pricing ↗Pricing checked:
- A trusted prebuilt llamafile or a runtime plus compatible model weights, followed by a prompt.
- Local model responses; the project also provides a separate whisperfile transcription tool.
- Verify the model source and licence and assess output on the actual target hardware.
- Windows executable size is limited to under 4 GB. Newer 0.10 builds differ from the classic 0.9 experience; model compatibility and memory needs vary.
Reviewed
- Python 3.10 or newer and uv or pipx; select an explicit model backend only if semantic extraction is needed.
The local open-source CLI provides code-only AST extraction without model API credits. Semantic processing of documents and media uses a configured model and can incur usage charges. Graphify Cloud is a separate service with a 14-day trial; its paid rate was not verified in this review.
Official pricing ↗Pricing checked:
- A local repository, optionally with documentation and supported media.
- An interactive graph, a Markdown report and a JSON graph for scoped queries.
- Check important graph edges against source code before approving a change.
- The official Python package is graphifyy, with two y characters. Local code extraction and cloud or semantic processing have different privacy and cost boundaries; CLI installation does not establish an MCP connection.
Reviewed
- Docker is recommended; configure a reachable local model or an authorized cloud API in the setup screen.
Vane is an MIT-licensed self-hosted application. The bundled SearxNG setup has no Vane subscription fee; local inference uses your hardware, while cloud model providers charge separately for their APIs.
Official pricing ↗Pricing checked:
- A research question, selected sources and model configuration; file uploads are optional.
- A cited answer, search results and locally retained query history.
- Open the cited pages and verify that they support the answer.
- Self-hosting does not make external searches or cloud inference offline. The README lists authentication as upcoming, so protect any network exposure separately.
Reviewed
- Prepare a script and estimate the longest output and scene count before choosing a plan.
Monthly plans are USD 14 Start, 29 Grow, 49 Pro and 79 Ultra. The reviewed annual offers charge USD 108, 216, 348 and 540 for a year, respectively. Free access is a one-time allowance with a watermark and a 30-second per-video limit. Video capacity is approximate and constrained by scene, image and speech allowances.
Official pricing ↗Pricing checked:
- A topic or approved script, chosen visual style, narrator and scene instructions.
- An editable narrated video with generated visuals and optional music and thumbnail assets.
- Check script facts, scene consistency and voice pronunciation before exporting.
- A free allowance does not refresh monthly. Generating more scenes or revising images can exhaust component allowances before the approximate video-minute total; confirm top-up terms before relying on them.
Reviewed
- Have a footage-rich topic, a reviewable brief and a budget that includes rejected drafts.
The monthly pricing view shows Starter USD 99 for 2,000 credits, Creator USD 239 for 6,000 and Pro USD 639 for 18,000. Displayed video-minute capacities are model-dependent estimates. The calculator states unused credits can roll over up to 50% of the monthly credits; no free production allowance was established.
Official pricing ↗Pricing checked:
- A content brief, optional full script, MP3/WAV narration or owned footage.
- A long-form video draft with narration, assembled footage and an editable timeline.
- Approve the production plan, verify factual claims and check rights for each sourced asset.
- The FAQ targets 6–60 minute documentary and list videos and excludes Shorts, vlogs and software tutorials. Bringing your own voiceover does not reduce credit cost. Source licensing still requires review; website testimonials are not independent performance evidence.
Reviewed
- Define the literature scope and check institutional access before choosing a report workflow.
Premium is USD 20/month, or USD 12/month billed annually (USD 144/year) in the reviewed offer, with 1,200 monthly credits. Advanced is USD 90/month or USD 70/month annually; Max is USD 200/month or USD 160/month annually. The page advertises a separate time-limited coupon ending 27 October; no coupon saving is included in these totals. A sign-up route is available, but a recurring free credit allowance was not established.
Official pricing ↗Pricing checked:
- Supply a research question, inclusion criteria and papers or PDFs that you are entitled to analyze.
- The workspace returns paper searches, document answers and plan-dependent research reports or writing drafts.
- Read cited methods and results, and keep contradictory studies in the review rather than accepting the generated narrative alone.
- Credit consumption depends on the tool and model. The labels unlimited and verified report do not establish unlimited compute or scientific correctness. Institutional full-text access also depends on your institution and publisher entitlement.
Reviewed
- Estimate rendered lesson minutes and list the editors, guests and LMS export formats that the project needs.
Free provides one user and one video minute. Creator is USD 29/month with fifteen monthly minutes and one user. Team starts at USD 125/month for fifty minutes and three editors plus three guests. Studio Avatar is USD 500/year, Selfie Avatar USD 199/year and Voice Cloning USD 200/year as separately listed services; one selfie avatar and voice clone are included only with the Team annual subscription.
Official pricing ↗Pricing checked:
- Provide an approved script or supported source material, then choose the presenter, language and scene assets.
- Elai produces editable presenter-led scenes and video exports within the chosen plan and minute allowance.
- Listen to pronunciation and check factual statements, avatar consent and accessibility before distributing the lesson.
- A stock-avatar subscription is distinct from a personal avatar or voice clone. Annual inclusions should not be assumed for monthly Team billing, and the displayed enterprise unlimited wording does not define an unrestricted self-serve plan.
Reviewed
- List the release channels and decide whether the music editor needs MIDI or a mastered audio file.
Free allows three downloads/month, tracks up to three minutes and MP3/MIDI, for non-commercial use with credit to AIVA. The reviewed annual Standard offer is EUR 11/month plus VAT (EUR 132/year), fifteen downloads/month and limited monetization on YouTube, Twitch, TikTok and Instagram. Pro annually is EUR 33/month plus VAT (EUR 396/year), three hundred downloads/month, tracks up to five minutes thirty seconds and all formats including WAV; the page assigns copyright to Pro users.
Official pricing ↗Pricing checked:
- Choose a composition style or provide an authorized audio or MIDI influence, then adjust the musical direction.
- The service generates compositions that can be edited and downloaded in the formats supported by the selected plan.
- Review musical similarity, attribution duties and the intended release channel before using a composition publicly.
- The published plan is a licensing statement from the provider, not a legal finding about every generated work. Free downloads cannot be monetized, and Standard retains AIVA ownership with a narrower platform list.
Reviewed
- Inventory data connectors, staff billing roles and the approval boundary for AI-triggered writes.
Free supports up to five users and 250 pooled AI credits/month. Team annual billing is USD 10/builder/month plus USD 5/internal user/month, with 1,000 pooled AI credits. Business annual billing is USD 50/builder/month plus USD 15/internal user/month and 3,000 pooled credits. Extra AI packs cost separately; bring-your-own AI provider keys, Git source control and enterprise identity features are listed under Enterprise.
Official pricing ↗Pricing checked:
- Connect approved data sources and describe the interface, workflow and AI actions that staff need.
- Retool returns an editable internal application with queries, interface components and configured automation.
- Review generated queries, access controls and write operations using test data before exposing production records.
- An AI credit pool is shared across the account and renews monthly without rollover. Free and Team do not include every governance feature, and a model integration does not remove the need to control staff data access.
Reviewed
- Define a stable external-user identifier and a narrow set of permitted actions before wiring the agent.
Free provides development access without a card. Startup is displayed as USD 99/month billed annually, or USD 150 billed monthly. It includes one hundred external users and 10,000 usage credits per month; extra users are USD 2 each and extra credits USD 0.012 each. Business requires an annual custom quote. Production use requires a paid plan; development access is not a free production allowance.
Official pricing ↗Pricing checked:
- Provide your application user IDs, the approved integration actions and the accounts each user chooses to connect.
- The integration layer exposes authenticated API actions, tools and triggers that your application can call.
- Review OAuth scopes and confirm the exact downstream action before letting an agent modify a connected service.
- Usage credits cover actions, MCP tools, proxy requests and deployed-trigger events in thirty-second compute units. Listing apps and configuring components are described separately. Free development cannot serve real external users in production.
Reviewed
- Map provider keys, fallback order and allowed log fields before enabling production routing.
Developer is free for prototyping, with 10,000 recorded logs/month, three-day log retention and three prompt templates. Production is USD 49/month, includes 100,000 recorded logs and thirty-day log retention, and lists USD 9 per additional 100,000 requests. The detailed comparison also uses request limits, so confirm the counted overage unit with the provider. Model-provider inference charges remain separate.
Official pricing ↗Pricing checked:
- Send supported model requests through the configured gateway with provider credentials and routing rules.
- The gateway forwards model responses and supplies plan-dependent logs, traces and routing controls.
- Set retry limits, budget rules and log redaction before routing sensitive production requests.
- The pricing page mixes recorded-log and request terminology in its allowance and overage sections. Do not convert the listed fee into a guaranteed per-user or per-token price; verify metering and retention against the actual workload.
Reviewed
- Set a credit budget and choose the exact provider/model combination that the application supports.
The self-serve AI API Gateway has no subscription and adds a 5.5% platform fee when credits are purchased. The model catalog uses provider prices, which vary by model and operation. Advanced AI Platform pricing is custom for private deployments, higher limits and support. No general free-inference allowance was established.
Official pricing ↗Pricing checked:
- Provide the selected model, operation and permitted text, image, audio or document payload in the API request.
- The service returns the selected provider operation through a unified interface with cost-monitoring information.
- Check provider-specific data handling, output format and failure behavior before changing the production model.
- No subscription does not mean free inference. Provider prices can change, model capabilities are not interchangeable, and automatic credit refill can create further charges if enabled. Advanced deployment terms require a quote.
Reviewed
- Decide whether this is personal interactive use or a developer API service, and set the model spending boundary.
Personal Free is USD 0/month and the documentation limits it to three stateful agents, five MiB per memory repository and bring-your-own keys or external coding plans. Pro is USD 20/month, up to twenty stateful agents and fifty MiB per repository, with weekly/monthly Letta Auto quota and paid overage. Developer API plans are separately usage-based. External model or coding subscriptions are not included in a free Letta account.
Official pricing ↗Pricing checked:
- Configure an agent identity, memory and permitted tools, then provide tasks through the supported app or CLI.
- The agent returns task responses while retaining state and memory according to its configuration and plan limits.
- Review stored memory and tool permissions, and approve consequential actions before allowing autonomous execution.
- The pricing page does not quantify every Letta Auto token allowance. Heavy tool use and generation can consume quota quickly; memory capacity is not a substitute for inference credit. Do not assume the personal Pro plan includes developer API workloads.
Reviewed
- Plan the number and duration of generative scenes separately from the total edited-video duration.
The reviewed annual Starter offer is USD 19/month, billed USD 228/year, with 100 AI-video minutes/month, 800 image/premium-stock allowances and 120 seconds of generative credits. Pro is USD 39/month annually (USD 468/year), with 300 video minutes and 120 generative seconds. Generative AI is USD 99/month annually (USD 1,188/year), with 400 video minutes and fifteen generative minutes. The page lists unlimited exports separately from generation allowances; a lasting free allowance was not established.
Official pricing ↗Pricing checked:
- Provide a reviewed script, preferred scene style and authorized media, then select the narration and output format.
- The editor turns the script into editable animated or generated scenes with audio and export settings.
- Review scene relevance, timing and voice pronunciation before spending further generation credits on revisions.
- Unlimited exports do not remove the separate monthly generation pools. The pricing page distinguishes image/stock, AI-video and generative allowances, and temporary Power-Up inclusions should not be treated as a permanent entitlement.
Reviewed
- Define background versus artist use and the audio formats required by the video editor or DAW.
The reviewed annual regional prices are CNY 41.58/month for Creator, CNY 74.92 for Artist Starter, CNY 91.58 for Artist Pro and CNY 124.92 for Artist Unlimited. Creator lists unlimited monthly MP3 downloads for background use; Artist Starter lists ten downloads and Artist Pro twenty, with WAV/stems at Pro. Free creation is advertised, but paid download and licensing conditions remain plan-dependent. Companies with ten or more employees are directed to Enterprise.
Official pricing ↗Pricing checked:
- Choose a genre or mood and refine the track structure and instrumentation to fit the intended production.
- The workspace produces editable music with plan-dependent MP3, WAV or stem downloads.
- Check the selected license, required musical contribution and distribution destination before releasing the track.
- Download allowance and distribution permission are separate. The public artist workflow describes adding vocals or instruments; do not promise unrestricted resale of an unmodified generated track. Enterprise eligibility depends on company size.
Reviewed
- Count the script characters and choose the actual voice tier before comparing pack sizes.
The reviewed regional pricing page lists 25,000 credits for CNY 34.99, 60,000 for CNY 69.99 and 200,000 for CNY 174.99, as one-time purchases without a subscription. Standard voices use one credit per two characters, Pro one per character and HD two per character. Credits are valid for one year, with validity reset on top-up. The homepage offers 1,000 characters without sign-up and describes a seven-day daily allowance after registration.
Official pricing ↗Pricing checked:
- Paste a permitted script or supported document, select the voice tier and assign speakers and pauses.
- The editor returns synthesized narration in supported audio formats, with separate tools for transcription and subtitles.
- Listen to names, numbers and pacing, and verify rights before using the narration in a client production.
- Credits are not interchangeable with characters across all voice tiers. The price table uses a regional yuan display while the homepage advertises a dollar starting price; confirm checkout currency, taxes and exact pack before paying.
Reviewed
- Classify the use as personal, monetized, client or in-app before selecting a plan.
Free is non-commercial and lists twenty-five generations and five downloads/month. Creator remains non-commercial, with one hundred tracks and fifty downloads, at the reviewed annual equivalent of USD 11.67/month. Pro is USD 32.49/month billed annually for five hundred tracks and commercial content; Ultra is USD 62.50/month annually for one thousand tracks and client, agency, app or game work. The page prohibits standalone track resale, streaming-platform distribution and Content ID registration across these offers.
Official pricing ↗Pricing checked:
- Enter a music prompt or choose supported mood, genre and duration controls for the intended finished production.
- Render produces a music track with plan-dependent generation limits, editing access and downloadable audio formats.
- Confirm the project’s commercial or client status and check the license certificate before embedding the track.
- The public disclaimer prohibits music-streaming releases, standalone redistribution and Content ID registration. Generation and download limits are separate; a commercial license does not remove those distribution restrictions.
Reviewed
- Prepare a consistent brand kit and a small representative set of source images.
The reviewed UK offer lists Pro at GBP 7.83/month billed yearly and Ultra at GBP 44.83/month billed yearly per seat. Pro includes 100 GB storage and batch editing of up to fifty images; Ultra lists 300 GB per seat and batches of one hundred. Model-specific generations consume credits. The animated credit counter did not provide a reliable fixed allowance in the captured text, so no credit total is promised. Checkout country and taxes can change the final amount.
Official pricing ↗Pricing checked:
- Upload authorised photos or start with a text prompt and the brand assets that the campaign may use.
- The editor produces revised images, generated variations and exportable branded designs.
- Inspect product identity, text legibility and image rights before approving each creative.
- Pro and Ultra have different batch, storage and model-access limits. A paid editor does not imply unlimited use of every generative model; confirm the selected model cost and the actual checkout currency.
Reviewed
- Choose the required model and aspect ratio before estimating a production batch.
The captured annual offer lists Starter at USD 10 per seat/month (USD 120/year), Plus at USD 30 (USD 360/year) and Max at USD 75 (USD 900/year). Starter includes 400 credits per seat/month, Plus 2,000 and the selected Max tier 5,000. These are promotional annual rates, not monthly cancellation prices. Starter has only Agent Two Lite and excludes Seedance 2.0/2.5; Plus broadens access. Unused subscription credits do not roll over, and model costs can change.
Official pricing ↗Pricing checked:
- Provide a video brief, permitted reference assets and the intended visual format to the selected agent or editor.
- The workspace returns generated media and an editable video project for final assembly.
- Review factual claims, scene continuity, stock licences and the final soundtrack before export.
- Credits are charged across generation features and do not roll over. The lower tier has explicit model restrictions; guest seats and paid seats also carry different allocations.
Reviewed
- Obtain the source recording and prepare a glossary for names and domain-specific terms.
With annual billing selected, Pro is USD 16 per member/month and Business USD 50. Pro supplies 1,000 credits/month, up to 1,000 subtitle minutes or fifty dubbing minutes if the relevant pool is spent that way. Business supplies 4,000 credits and permits additional credit purchases. Free includes ten credits, watermarked exports up to four minutes at 720p and 5 GB storage. Its detailed table also lists a thirty-minute monthly export limit; confirm the applicable workspace cap. No paid-plan trial is offered.
Official pricing ↗Pricing checked:
- Import a permitted video, audio recording or media link and choose the subtitle or editing task.
- The editor produces a revised video, captions and supported downloadable media or transcript files.
- Correct speaker names, subtitle timing and translated terminology against the original recording.
- Free exports retain a watermark and short length/resolution limits. AI operations share credits, storage duration depends on the plan, and paid membership is recurring.
Reviewed
- Define the exact search intent and an existing-page baseline before generating a new article.
Starter is USD 79/month billed annually, or USD 948/year, and includes one user/project, fifty prompts tracked daily, fifteen AI articles/month and ten site audits of one hundred pages each. Basic is USD 199/month annually, Growth USD 399 and Enterprise custom. Starter lists ten agentic-workflow trial runs, not unlimited workflow execution. A no-card free trial is advertised, but a permanent free quota was not established.
Official pricing ↗Pricing checked:
- Provide the brand domain, competitors, monitoring prompts and a documented content brief.
- The platform returns visibility reports, audit findings and editable AI-generated articles.
- Validate every factual claim and compare reported visibility with the actual cited pages before making changes.
- Prompt, project, user, audit and workflow limits are separate. The current product is broader than an old low-cost writing subscription; trial actions do not establish ongoing autonomous capacity.
Reviewed
- Choose which calendars and conversations may be connected before enabling automatic attendance.
Free includes five meeting transcripts/month and a one-hour meeting limit. Pro is USD 15/user/month billed annually, Enterprise USD 22.50 and Enterprise+ USD 29.75 with at least five licences. Pro has unlimited meeting transcripts and a four-hour meeting limit; audio/video playback starts at Enterprise. All members in a paid workspace need licences on the same plan, including its administrator. File-upload allowance wording differs between the plan card and comparison table, so its exact unit should be confirmed before purchase.
Official pricing ↗Pricing checked:
- Connect an authorised meeting or supported workplace source that the assistant is allowed to access.
- Read generates transcripts, summaries, action items and searchable answers grounded in connected content.
- Confirm participant permission and check the source passage behind each assigned action.
- Free meeting length and monthly counts are separate restrictions. Playback, retention controls and enterprise identity features depend on higher tiers; search access does not override the permissions of connected sources.
Reviewed
- Prepare an approved recording policy and identify whether reporting must span several meetings.
The reviewed GBP annual offer lists Pro at GBP 16/seat/month and Business at GBP 24. Free provides unlimited video recording/transcription but only ten meetings with AI notes and ten Ask AI queries; no monthly reset is stated for those AI counts. Pro adds unlimited AI notes and single-meeting Ask AI. Business adds multi-meeting insights, scheduled reports and team automations. Enterprise is custom.
Official pricing ↗Pricing checked:
- Record an approved online call or upload supported meeting media into the workspace.
- The service returns recordings, transcripts, AI notes and plan-dependent meeting reports.
- Review a report against its cited calls and remove private segments before sharing it.
- Single-meeting questions and multi-meeting insights belong to different tiers. Free AI counts are not advertised as a renewable monthly allowance, and integration permissions need separate configuration.
Reviewed
- Map the exact CRM fields and which team members actually need to record.
Startup costs USD 19 per recorder seat/month billed annually, Organization USD 29 and Enterprise USD 39. Startup allows up to twenty-five paid seats; viewers and collaborators are free. Organization supports up to one hundred paid seats; Enterprise requires at least ten and is annual-only. Conversation Intelligence and Revenue Intelligence are separately listed at USD 29/seat/month annually each. A free trial is offered, with no permanent recorder quota verified.
Official pricing ↗Pricing checked:
- Connect approved conferencing, calendar and CRM accounts, then capture the intended customer call.
- Avoma produces speaker-labelled transcripts, structured notes and configured CRM updates.
- Confirm deal details and customer commitments before accepting automated CRM fields or follow-up emails.
- Paid seat ceilings, enterprise minimums and add-on charges can materially change the quote. Automated notes can omit a qualification or misassign a commitment; final CRM records require review.
Reviewed
- Select a retention policy and a single low-risk integration for the first workflow.
Basic is free with three transcription hours/month, a two-hour meeting limit, three-month transcript storage and one-month audio storage. The reviewed annual selection shows Pro at USD 9.99/user/month and Business at USD 17. Pro includes twenty hours/month and lists USD 0.50 per extra hour; Business includes unlimited transcription and twelve-month video storage. Different feature tables show different billing selections, so verify the selected term at checkout.
Official pricing ↗Pricing checked:
- Capture an allowed call through a meeting bot, supported recorder or uploaded media file.
- The workspace returns transcripts, summaries and configured next-step or integration actions.
- Approve proposed follow-up actions and confirm that recording notices reach the intended participants.
- Basic, Pro and Business have different per-meeting limits as well as different retention periods. AI workflows that can access other tools require deliberately scoped permissions.
Reviewed
- Check the recording duration and language needs against both the plan and add-on quotas.
Free includes 120 minutes/month but only three minutes per conversation, fifty file uploads/month and ten AI summaries. The current annual promotion lists Pro at USD 97.99/year, shown as USD 8.17/month, with 1,800 minutes/month and up to five hours per recording. Business is USD 199.99/year per seat, shown as USD 16.67/month, with unlimited transcription. Translation add-ons cost extra; the bilingual annual add-on is USD 108/year. Taxes and promotional renewal terms need checkout confirmation.
Official pricing ↗Pricing checked:
- Upload an authorised audio/video file or record an approved conversation using a supported capture mode.
- Notta returns time-aligned transcription, speaker labels and quota-dependent AI summaries or translations.
- Correct specialist terms and review translated wording before sending a client-facing transcript.
- The free conversation cap can stop a long recording despite unused monthly minutes. Summary counts, upload counts and translation add-ons impose additional boundaries; unused transcription quota does not carry over.
Reviewed
- Install the supported app and decide which device audio sources may be captured.
Free is EUR 0/month for ten AI notes/month with a thirty-minute meeting limit. In the annual selection, Plus is EUR 21/month for twenty notes and two-hour meetings; Pro is EUR 39/month for unlimited notes and five-hour meetings. Team is EUR 33/seat/month annually with shared templates and administration. Enterprise is custom. Advanced integrations and MCP access begin at Pro in the reviewed comparison.
Official pricing ↗Pricing checked:
- Capture an approved online or in-person conversation through the supported desktop workflow.
- Jamie produces meeting notes, detected tasks and searchable answers about captured discussions.
- Verify who accepted each task and edit any inferred deadline before syncing notes elsewhere.
- Notes per month and hours per meeting are independent caps. Shared templates, admin controls and advanced integrations require the relevant plan; bot-free capture does not remove consent obligations.
Reviewed
- Pick a recurring meeting template and agree how approved notes will be distributed.
Free includes five AI notes and five AI recordings per user for the lifetime of the account, not per month. Team costs USD 7/user/month billed annually or USD 11 monthly and includes ten AI notes per user/month. Business is USD 15 annually or USD 23 monthly with unlimited notes/recordings. Enterprise starts at USD 25/user/month annually and ten users. Add-on and enterprise requirements should be confirmed for the intended organisation.
Official pricing ↗Pricing checked:
- Connect an approved conferencing calendar or upload permitted meeting audio/video into the workspace.
- Fellow creates meeting summaries, transcriptions, action items and answers through Ask Fellow.
- Confirm decisions and task ownership before using the notes to drive a team follow-up.
- The free lifetime allowance cannot support an assumed monthly workflow. Enterprise minimum seats and plan-specific integrations change the total cost, and automated notes can misread ambiguous commitments.
Reviewed
- Prepare a concise source document with section headings and approved brand assets.
The captured UK promotional annual offer lists Pro at GBP 63.18/user/year, displayed as GBP 5.27/month, and Premium at GBP 94.01/year, displayed as GBP 7.83/month. Basic is free with 200 AI credits/month and 2,500 input characters per presentation. Pro supplies 30,000 credits/year and 50,000 input characters; Premium supplies 84,000 credits/year and 100,000 characters. All prices exclude applicable taxes, and the promotion and local currency may differ at renewal.
Official pricing ↗Pricing checked:
- Supply a permitted outline, topic, notes or a document supported by the selected plan.
- The tool returns a presentation draft that can be edited in the supported slide workflow.
- Check citations, chart labels and slide hierarchy before presenting to an audience.
- Basic and paid plans differ in source-document support as well as model access. Annual credits are not a monthly slide allowance, and the rounded promotional monthly display should not replace the annual invoice total.
Reviewed
- Prepare the actual audience, time limit and source material for a realistic rehearsal test.
Pro costs USD 24.99 month-to-month, USD 59.97 per three months, or USD 119.88/year (displayed as USD 9.99/month). It includes 750 AI credits/month, approximately 150 slides in the plan card, export to PDF/PPT/PNG and Loop rehearsal. The pricing calculator uses a different slide-credit example; actual credit consumption should be tested. Paid users may buy non-expiring top-up packs. A recurring free-plan allowance was not established.
Official pricing ↗Pricing checked:
- Enter a presentation topic or upload a supported source file, then choose the intended story and style.
- Studio creates a presentation draft, and Loop supports practising its delivery.
- Verify figures and restructure dense slides before relying on rehearsal feedback.
- The approximate slide capacity is not a fixed contractual conversion for every operation. Monthly subscription credits and purchased top-ups have different expiry rules, while annual billing is an upfront commitment.
Reviewed
- Use a demonstration account containing no customer or employee secrets during capture.
Free supports up to twenty-five how-to videos. In the annual selection Pro is USD 19/creator/month, compared with USD 29 monthly; Business is USD 39 annually or USD 59 monthly per creator and lists up to five creators billed individually. Pro adds unlimited how-to videos, watermark removal and exports. Business adds text-to-voice generation and broader capture sources; premium voices are an available add-on. Enterprise is quoted separately.
Official pricing ↗Pricing checked:
- Capture an approved software procedure or provide a source document supported by the selected tier.
- Guidde returns an editable visual walkthrough with narration and supported export formats.
- Remove sensitive screen content and validate each instruction against the current application.
- Capture sources, generated voices and privacy controls differ by plan. An automated tutorial can preserve a mistaken click, so review the sequence and any exposed data before sharing.
Reviewed
- Choose a sanitised demo workflow and define who may create or view its documentation.
Basic is free for browser-based how-to guides. The reviewed annual selection lists Pro Personal at USD 25/seat/month starting at one seat, and Pro Team USD 13/seat/month starting at five seats; monthly rates are USD 35 and USD 17 respectively. Pro supports web/mobile/desktop capture, branding, screenshot editing/redaction and PDF/HTML/Markdown export. Autocapture AI and Enterprise features have additional plan-specific terms; no universal automatic-documentation quota was confirmed.
Official pricing ↗Pricing checked:
- Perform an authorised procedure in the supported application while the capture tool records its steps.
- Scribe generates a step-by-step guide with screenshots that can be edited, shared or exported by plan.
- Correct missing context, redact private fields and test the guide with a person unfamiliar with the task.
- Basic is browser-focused, Team has a seat minimum and Enterprise security features vary by contract. Capturing work does not itself grant permission to publish screenshots or enable continuous AI capture.
Reviewed
- Identify text PDFs versus scans and estimate pages actually processed each month.
Free includes 60 pages monthly for one user. Expert is USD 9.99/month for up to three users and 500 included pages, with additional pages at USD 0.02 each. Team is USD 49/user/month, allows up to ten users and lists 5,000 pages with USD 0.01 additional pages. OCR and folder/department permissions appear on Team, not Expert. Enterprise is quoted separately. Confirm how the Team page pool is allocated before budgeting several users.
Official pricing ↗Pricing checked:
- Upload a permitted PDF collection and ask a question whose answer can be checked inside those files.
- Humata returns document-grounded explanations, summaries and references to supporting passages.
- Open the cited passage and verify dates, units and exceptions before using the answer in a report.
- Monthly page allowances do not describe an unlimited document library. OCR and access controls vary by tier, and the published Team pool should not be multiplied by seats without confirmation.
Reviewed
- Measure the largest expected file and count pages requiring OCR rather than assuming every PDF is text-readable.
Hobby is free with one uploaded PDF, 100 questions/month, a 10 MB maximum file and two OCR pages per file. Annual Pro is USD 10/month, Ultimate USD 20/user/month and Enterprise USD 30/user/month. Pro lists 100 uploads, 1,000 monthly questions, 50 MB files and ten OCR pages/file. Ultimate adds AI Agents and unlimited upload/question counts but retains a 50 MB file and fifty-page OCR cap. API products have separate pricing and are not included by this comparison.
Official pricing ↗Pricing checked:
- Provide an authorised PDF and select a question, summary or extraction task for that document.
- The service produces answers and summaries from PDF content, with plan-dependent OCR and agent features.
- Check extracted numbers against the original page image before copying them into downstream records.
- Upload, monthly question, file-size and OCR-page limits apply independently. An app subscription is not a Parse, Extract or Chat API entitlement.
Reviewed
- Review the extension’s requested access and choose a harmless sample page for evaluation.
The reviewed offer lists Pro at USD 20/month, monthly-only, and promotional Elite at USD 19/month billed yearly. Free is USD 0 with daily-limited fast responses; a fixed free count was not established. Pro lists 10,000 fast and 300 smart responses/month. Elite labels relevant usage unlimited, subject to the published human/normal-use terms; it is not permission for scripted access or account sharing. The captured model list includes older model names, so confirm a required model in the app before buying.
Official pricing ↗Pricing checked:
- Select permitted text on a page or provide a document and a specific reading or rewriting instruction.
- MaxAI drafts summaries, explanations, translations and rewritten passages in its sidebar or web interface.
- Compare the draft with the selected source and approve any reply before sending it.
- Browser-context access depends on extension permissions. Normal-use restrictions apply even to unlimited-labelled plans, and the current pricing page does not establish future model availability.
Reviewed
- Prepare one approved brand brief and identify the channels that actually need distinct versions.
The annual display lists Starter at USD 15/month (USD 180/year), Pro USD 29 (USD 348/year) and Business USD 59 (USD 708/year). Starter includes one project, one brand voice, twenty keyword searches and twenty image credits/month, with Standard writing subject to fair use. Pro adds three projects, five voices and one hundred searches/image credits; Business lists ten projects, twenty voices and up to three invited team members. The seven-day trial requires a card and converts to payment unless cancelled before day seven.
Official pricing ↗Pricing checked:
- Enter the campaign brief, audience, approved offer and brand voice before choosing the desired formats.
- The workspace creates editable articles, emails, social drafts and generated campaign images.
- Check the offer, supporting evidence and tone in every asset before moving a draft into publishing.
- Fair-use writing and finite image/search credits are different entitlements. Trial billing, project count and brand-voice limits should be tested before an annual commitment.
Reviewed
- Choose a bounded inventory with known owners and record its baseline before changing content.
Essentials costs USD 129/month and includes fifty tracked queries, fifty pages, twenty monthly Discoveries and twenty monthly Drafts. Business is USD 399/month with three hundred tracked queries/pages, fifty Discoveries and twenty Drafts. Both list unlimited users and projects. A fourteen-day free trial is offered; Enterprise and a yearly custom contract are quoted. Additional pages and drafts are paid options, so unlimited users does not mean unlimited content inventory.
Official pricing ↗Pricing checked:
- Provide a target query, an existing page or draft, and the brand questions that need consistent monitoring.
- Clearscope returns language recommendations, content drafts and tracked visibility observations.
- Verify recommended additions against reliable sources and preserve the page’s actual search intent.
- Queries, monitored pages, Discoveries and Drafts have separate quotas. Model answer visibility can vary across capture times and does not prove user demand or conversions.
Reviewed
- List required pages, editors and locales before selecting the hosting plan and credit bundle.
With yearly billing displayed, Basic starts at USD 10/month and Pro at USD 30/month. The baseline comparison lists 1,000 monthly AI credits for Basic and 3,000 for Pro; larger credit selections cost more. A workspace without subscriptions receives 500 trial credits, not a recurring monthly grant. Basic includes thirty site pages, two CMS collections and 50 GB bandwidth; Pro starts at 150 pages, ten collections and 100 GB. Extra editors are USD 20/month, content editors USD 10, and translation locales USD 20 each. Taxes and checkout billing apply.
Official pricing ↗Pricing checked:
- Supply an approved site brief, brand assets and page content to the canvas or AI design workflow.
- Framer produces editable website layouts and CMS pages that can be published on its hosting.
- Inspect responsive layouts, forms, accessibility and generated text before publishing the site.
- Custom domains need a paid plan. AI usage, editor seats, localisation and hosting limits are separate; a larger credit bundle does not remove CMS or page ceilings.
Reviewed
- Prepare a maintained help centre and identify the staff queue that receives escalated conversations.
Crisp lists Free at USD 0 with two seats and no AI credits, Mini at USD 45/workspace/month with four seats and USD 5 AI credits, Essentials at USD 95 with ten seats and USD 25 AI credits, and Plus at USD 295 with twenty-plus seats and USD 75 AI credits. Essentials includes the omnichannel AI chatbot and workflow builder. A fourteen-day trial unlocks all features. Extra AI consumption and applicable add-ons need separate confirmation; a flat workspace base is not unlimited model usage.
Official pricing ↗Pricing checked:
- Connect approved support channels and supply the knowledge articles the AI may use.
- Crisp routes conversations into a shared inbox and generates AI replies or workflow actions according to configuration.
- Review answers about payments, account access and policy exceptions before enabling automatic resolution.
- The permanent Free plan has no included AI credit budget. Paid seat allowances and automation access vary, while unlimited conversation wording does not remove AI-consumption charges.
Reviewed
- Write an escalation policy and estimate simultaneous operators independently of bot count.
Monthly Starter is USD 40 with one AI agent, one human team member and 250 conversations/month. Extra agents or members cost USD 20/month each, extra conversations USD 15 per 1,000. Professional is USD 200/month with two agents, three members and 2,000 conversations; additions are USD 30 per agent/member and USD 10 per 1,000 conversations. Voice AI is listed at USD 0.06/minute on both. All plans offer a thirty-day no-card trial; Enterprise is quoted. Annual pricing is a different selection, not used in these examples.
Official pricing ↗Pricing checked:
- Provide maintained support content and connect only the customer channels assigned to the agent.
- The platform generates conversational answers, routes escalations and exposes plan-dependent support summaries and integrations.
- Validate escalation ownership and prevent the agent from promising refunds or actions it cannot authorise.
- Conversations and approximate message counts are different measures. Voice minutes, extra bot instances and extra humans can each add charges, and branding removal is not listed on the lower tiers.
Reviewed
- Map the conversation and identify where a person must review a lead or support request.
Free includes 100 ordinary chats/month and one seat, with no AI chats. At the annual display, Starter is USD 36/month with 500 chats, 100 AI chats and two seats; Professional is USD 88 with 2,500 chats, 300 AI chats and three seats. Extra ordinary chats are USD 0.05 each and extra AI chats USD 0.10 each under the published rules. Own-number WhatsApp and branding removal start above Starter; Professional WA displays USD 176/month annually. Prices are before tax and channel-related charges need verification for the selected deployment.
Official pricing ↗Pricing checked:
- Define qualifying questions, approved knowledge and the destination for each conversation branch.
- Landbot returns structured customer responses, AI answers and configured handoffs or integrations.
- Check the captured fields and obtain explicit approval before a flow makes customer-facing commitments.
- The free builder does not include AI chats. Own-number WhatsApp, integrations and branding removal depend on tier, while ordinary and AI overage counters can both matter.
Reviewed
- Choose a narrow source set and document which users may read it or operate connected tools.
Business permits mixed seat types for teams up to one hundred people. Free seats receive 500 lifetime credits; Pro is EUR 30/seat/month or EUR 24 billed yearly with 8,000 monthly credits. Max is EUR 150 monthly or EUR 120 annually with 40,000 credits. Unused monthly credits do not roll over. Business lists up to three data connectors, five spaces and five remote MCP servers; Enterprise is custom. Programmatic usage is listed separately at USD 0.01/credit. Prices exclude VAT and workspace overage settings affect additional charges.
Official pricing ↗Pricing checked:
- Connect approved company sources and define an agent’s instructions, knowledge scope and permitted tools.
- Dust returns context-aware conversations and configured multi-step agent outputs or tool actions.
- Review retrieved source access and approve external actions before they change business records.
- Credits vary with model and tools rather than mapping to a fixed number of answers. Monthly pools expire, data connectors are capped on Business and automated API usage has its own rate.
Reviewed
- Choose the embedding dimensions, metadata schema and cloud region before sizing storage or request units.
Starter is free with database storage up to 2 GB, one million read units/month and two million write units/month, with separate included inference/assistant allowances. Builder is USD 20/month flat with larger limits. Standard has a USD 50 monthly minimum applied to usage, then pay-as-you-go; Enterprise has a USD 500 minimum. Standard database storage is USD 0.33/GB/month; read/write rates vary by cloud and region. Embeddings, reranking, Assistant, imports, backups and paid support are distinct cost dimensions.
Official pricing ↗Pricing checked:
- Send vectors or supported text records with metadata, then submit a query using the chosen index type.
- Pinecone returns ranked matches and metadata, with optional separately metered inference or Assistant outputs.
- Evaluate retrieval relevance and source permissions before passing results into an answer-generating model.
- Read units are not end-user visits, and sample workloads are illustrative rather than guaranteed throughput. Index limits, region choice and model operations change the real workload bill.
Reviewed
- Use Python 3.10+ and install the package, then configure a model or local endpoint and bounded evaluation data.
DSPy is MIT-licensed software with no library subscription fee. Model-provider calls, optimizer trials, hosting and any external tools are separate expenses. The official start page specifies Python 3.10 or newer and installation with pip install -U dspy. There is no universal free inference quota supplied by installing the package.
Official pricing ↗Pricing checked:
- Define task signatures, representative examples, an approved model connection and a metric that reflects useful outputs.
- DSPy returns structured predictions and reusable optimized program configurations rather than a hosted finished application.
- Keep a held-out evaluation set and inspect failure cases before deploying an optimized program.
- Optimizers consume model calls and can overfit examples. Typed output structure does not establish factual correctness, and external tools retain their own permissions and charges.
Reviewed
- Prepare a supported Python environment and install the SDK before configuring provider access or the offline test model.
The open-source Pydantic AI SDK has no per-agent library subscription fee. Real-model inference, tools and hosting are separately funded; the optional Gateway and Logfire services have their own plans. The built-in test model can exercise tools and output wiring offline without an LLM call. Official examples install pydantic-ai, with pydantic-ai-harness added for the expanded coding-agent capabilities.
Official pricing ↗Pricing checked:
- Provide typed input, dependencies, permitted tools and a declared output schema for the Python agent.
- The agent produces validated Python results and tool-call trajectories that the application can inspect or instrument.
- Review tool authorisation and factual correctness even when the returned object passes schema validation.
- A valid type is not a correct answer. Optional observability, gateways and durable backends require separate configuration, while tool side effects need application-level controls.
Reviewed
- Set up a TypeScript project with a supported runtime and keep provider credentials on the server.
AI SDK is an open-source TypeScript toolkit with no SDK subscription fee. Model inference, Vercel AI Gateway, hosting, sandbox and other services are separate products with their own charges. Install the core package with npm install ai and configure a supported provider or gateway. A free SDK does not include a guaranteed free production model quota.
Official pricing ↗Pricing checked:
- Provide application messages, a selected model adapter and explicitly defined tools or output schemas.
- The toolkit returns generated text, structured results, media or streams that the application renders to users.
- Validate tool arguments and final outputs on the server before persisting data or exposing actions.
- Streaming UI is not durable execution or automatic authorisation. Provider-specific features and external services retain their own limits, and SDK installation alone does not deploy the application.
Reviewed
- Choose one delivery format and reserve credits for revisions before starting a campaign batch.
Monthly Starter is USD 10 for 900 credits, Creator USD 35 for 3,150 and Fancy USD 95 for 8,550 at its base selection. Annual equivalents are USD 8, USD 28 and USD 76 respectively. Free includes no recurring monthly credits and is packs-only; it has no commercial licence. Paid tiers include commercial use under the applicable terms. Standard top-ups list 1,500 credits for USD 25 and are for Pika Create/MCP, excluding the API, iOS and old.pika.art. Generation costs depend on model and settings.
Official pricing ↗Pricing checked:
- Submit a visual brief or permitted reference media and select the model, duration and output settings.
- Pika generates short video, image or audio assets that can be reviewed and used in a wider editing workflow.
- Inspect identity, motion, audio and commercial-use eligibility before approving a generated asset.
- Free access has no recurring credit grant or commercial licence. Concurrency, priority and model cost vary; API and app balances are not interchangeable with Create top-ups.
Reviewed
- Count expected source sizes and identify a small collection whose conclusions you can independently verify.
The captured annual offer lists Lite at USD 7/month, billed USD 84/year; Go at USD 18/month, billed USD 216/year; and Pro at USD 45/month, billed USD 540/year. Free is USD 0 with limited AI usage, ten files, a 25 MB file limit and one space. Lite lists fifty uploads/day and 500-page PDFs. The page also says no upload limits, which conflicts with its plan cards; use the explicit tier limits and confirm them before purchase.
Official pricing ↗Pricing checked:
- Collect authorised papers, pages or recordings and ask a focused question across the selected sources.
- Otio produces source-linked research answers and draft documents from the collected material.
- Check whether each citation supports the exact claim, including the original author’s limitations.
- Published upload marketing and tier cards are inconsistent. AI volume, source size, spaces and concurrent chats are separate constraints; model access does not establish unlimited compute.
Reviewed
- Prepare your business address, domain decision and the actual intake or booking path visitors should use.
Free provides a private website preview, 300 total AI credits and a CRM for ten customers. Launch is USD 25/month and Grow USD 49/month on the verified monthly toggle. Annual equivalents display USD 22 and USD 41/month. Launch includes 1,000 AI credits/month and a domain credit up to USD 20; Grow lists 5,000 credits/month, unlimited team members and a USD 40 domain credit. Domain value above the allowance and later renewals are not established as free.
Official pricing ↗Pricing checked:
- Provide accurate business details, service descriptions and authorised brand materials for a draft website.
- The builder creates hosted business pages and can connect booking, contact and CRM workflows.
- Review service claims, contact details and booking behaviour before making a website public.
- The free website is a private preview. AI allowances differ from website traffic, and the pricing page does not establish extensive HTML customisation or specialised ecommerce coverage.
Reviewed
- Define a small prompt set and map it to existing useful pages before generating additional content.
Regular monthly Starter is USD 59, Plus USD 89 and Professional USD 199. The captured Black Friday early-access annual offer displays USD 21, USD 31 and USD 70/month equivalents with triple eligible allowances; the FAQ says promotional purchases are non-refundable. Starter tracks ten prompts with weekly refresh and one domain. Trial details were not established. Treat the dated promotion separately from recurring monthly pricing.
Official pricing ↗Pricing checked:
- Supply a domain, target topics, search prompts and a content brief with facts your team can substantiate.
- Scalenut returns visibility reports, content plans and AI-assisted drafts or optimisation suggestions.
- Verify factual claims and query relevance before approving drafts or changing existing pages.
- Weekly prompt refresh is not real-time monitoring. Promotional triple quotas apply only to eligible annual purchases, and generated content still needs editorial judgement.
Reviewed
- Use a harmless sample input and establish a spending limit for the models used by the first agent.
Free costs USD 0/month plus usage, with one agent and 1,000 runs/month. Individual costs USD 20/month plus usage and lists unlimited agents and runs. The model router charges for model usage; bringing your own provider keys shifts that bill to the provider rather than removing it. Business is custom-priced for shared workspaces, governance and deployment requirements.
Official pricing ↗Pricing checked:
- Define the task, connect only the required data sources and choose the model steps and authorised actions.
- An agent executes the configured workflow and returns the generated content or downstream task result.
- Inspect intermediate outputs and require approval before external messages or consequential record changes.
- A platform run allowance is distinct from token billing. Connected tools retain their own permissions, and custom governance requirements belong in the Business discussion.
Reviewed
- Prepare test records and verify the exact connector permissions required by the first automation.
Free lists 1,000 credits/month, unlimited flows and up to five users. Plus is USD 20 flat/month with 10,000 credits, then USD 0.007 per extra credit. Team is USD 200 flat/month with 50,000 credits and 25 users; it adds SSO and standard roles. The Free comparison row says daily reset despite a monthly headline, so confirm the usable daily allocation. White-label Embed starts at USD 36,000/year and is a different purchase.
Official pricing ↗Pricing checked:
- Select an application trigger, authorised account connections and the AI or data operations the flow should perform.
- The configured flow transforms records, invokes agent steps and passes results to the selected destinations.
- Check field mappings and add a human review before the flow changes customer records or sends messages.
- Unlimited flows do not mean unlimited credits. Free reset wording needs confirmation, and self-hosting or enterprise controls must be scoped separately from the self-serve cloud allowance.
Reviewed
- Choose a representative task and record its observed credit use before moving recurring work into the service.
The displayed Basic offer is USD 7 for the first month, then USD 10/month, with 20,000 credits/month and three AI Agent conversations. Pro is USD 20/month with 30,000 credits and labels agent and coding-agent use unrestricted. The credit allowance still matters; unrestricted is not evidence of free or unmetered compute. No recurring free plan or exact trial allowance was verified on the captured pricing page.
Official pricing ↗Pricing checked:
- Give the assistant a defined question, permitted files or a bounded agent task with clear completion criteria.
- The service returns model-generated answers, media or task results according to the selected tool.
- Validate the answer and approve any agent-produced code or external action before use.
- Basic permits only three AI Agent conversations per month. Model availability, credits and unrestricted wording do not establish equal capability or unlimited usage across every feature.
Reviewed
- Choose a deployment mode and a sample corpus; embedding dimensions, object size and expected concurrency affect resources.
Weaviate Cloud Free lists one cluster per user, 100,000 objects, 1 GB memory, 10 GB disk, one collection and up to three tenants. Flex starts at USD 45/month on pay-as-you-go shared infrastructure. Embeddings and Query Agent usage have separate rates: the page lists a USD 30/organisation monthly Query Agent plan with 4,000 requests, plus additional usage. Premium is prepaid and quoted. Model generation outside these services is not included in the database minimum.
Official pricing ↗Pricing checked:
- Provide a schema, authorised records or vectors, and the filters and queries your retrieval task requires.
- The database returns matching records for vector, keyword or hybrid search; configured AI services add their own outputs.
- Evaluate retrieved evidence against labelled questions before connecting it to an answer-generating model.
- Free lacks backup retention and is limited to one collection. Capacity, embedding requests, Query Agent calls and answer generation are separate operating concerns.
Reviewed
- Install the documented Python SDK and Lite extra for a local-file test; reserve persistent storage and a supported environment for the chosen release.
Milvus is Apache-2.0 software with no software licence fee. Local compute, persistent storage, backups and operations remain your responsibility, as do embedding and generation providers. The official README installs the SDK with pip install -U pymilvus and offers pymilvus[milvus-lite] for the local-file quickstart. Standalone and distributed services are different deployments; a free local library is not a quoted Zilliz Cloud plan.
Official pricing ↗Pricing checked:
- Supply vectors or records with identifiers, define the collection dimensions and submit similarity queries with optional filters.
- Milvus returns ranked matching records; it does not independently verify or write a final natural-language answer.
- Check retrieval relevance, permissions and deletion behaviour before using matches in an AI application.
- A local Lite example does not establish production high availability or distributed capacity. No universal hardware minimum is assigned here; size the selected deployment using its official requirements and your dataset.
Reviewed
- Prepare a short approved script and original product materials so the first credit-consuming run can be reviewed.
Starter is USD 29/month with 3,500 credits, Pro USD 59/month with 8,000, Agency USD 119/month with 17,000 and Max from USD 199/month with 30,000. The displayed annual equivalents are USD 20, 41, 83 and 139/month, billed USD 240, 492, 996 and 1,668 yearly. Pro adds Brand Kit; Agency adds ad research and social publishing. A recurring free allowance was not established. Advertised video-count equivalents are approximate, not guaranteed deliverables.
Official pricing ↗Pricing checked:
- Provide an approved creative brief, permitted product references or source footage and the target video format.
- The agent creates a script, storyboard and generated video assets, with editing tools for the production.
- Approve claims, asset rights and the final edit before enabling a publishing connection.
- Brand Kit starts at Pro and social publishing at Agency. Approximate ads-per-month figures depend on the workflow, and commercial rights do not grant rights to an unrelated product or person you upload.
Reviewed
- Choose the required use licence and assemble consented source media before testing a short sample.
The captured annual Starter offer is USD 12/seat/month, billed USD 144/year, with 200 credits. Promotional Pro shows USD 21/seat/month, billed USD 252/year for 600 credits; Pro Max shows USD 41.30/month, billed USD 495.60/year for 1,200. Business shows USD 174.30/seat/month, billed USD 2,091.60/year for 6,000 credits and a commercial-use licence. The lower tiers are labelled personal use. Added administrators and editors are charged per seat. API pricing is separate.
Official pricing ↗Pricing checked:
- Upload authorised footage, text or avatar references and choose a generation or translation operation.
- AKOOL produces edited or generated media according to the selected tool and its resolution and duration limits.
- Verify consent for likeness and voice, then review translated meaning and the final visual output.
- A personal-use subscription should not be treated as a commercial-production entitlement. Model access, concurrency and credit use vary, and additional editor seats create additional charges.
Reviewed
- Prepare a brief covering the user task, key screens and states; remove private information from imported screenshots.
Free includes three AI generations/month, two projects and Autodesigner 1.5. Pro is displayed at USD 12/month billed annually, with 500 AI generations/month, up to 100 projects, private projects and React/CSS developer handoff. Business is USD 39/month billed annually with 5,000 AI generations/month and unlimited projects. Viewers and commenters are free, and the comparison table lists unlimited creators per organisation; do not infer an additional per-viewer fee.
Official pricing ↗Pricing checked:
- Describe the intended interface or provide a permitted screenshot or wireframe with the user flow to prototype.
- Uizard creates editable mockup screens and linked prototypes, with plan-dependent developer handoff.
- Review interaction states, readable labels and accessibility requirements with the people implementing the design.
- The Free and Pro plans use different Autodesigner versions. Project and generation limits apply independently, and prototypes are not a hosted application backend.
Reviewed
- Use a clean working branch, supported desktop or IDE integration and a small task with observable acceptance checks.
Monthly Pro is USD 45/user with 30,000 credits; Pro Plus is USD 95/user with 80,000 credits; Pro Max is USD 195/user with 180,000 credits. The page offers a seven-day Pro trial with 5,000 credits and on-demand top-ups. Pro Plus adds a shared team credit pool, multi-repository indexing, SSO and audit logs. BYOK is listed as unlimited usage, but external model-provider charges remain separate. Enterprise private deployment is quoted.
Official pricing ↗Pricing checked:
- Open an authorised repository and specify a bounded implementation, debugging or code-review task.
- The agent proposes or applies code changes and reports task results through the supported coding interface.
- Review the diff, run relevant tests and approve any command or integration affecting external systems.
- Credits do not directly specify a fixed number of completed programming tasks. BYOK still needs paid model access, and private deployment is an enterprise discussion rather than a Pro entitlement.
Reviewed
- Prepare a small approved knowledge base and a staffed inbox that can receive escalated conversations.
Pro is displayed at EUR 124/month billed yearly and includes three users, twenty AI agents, five million AI tokens and 3,000 conversations/month. Business is EUR 416/month billed yearly with five users, fifty agents, ten million tokens and 5,000 conversations/month. The comparison footer separately lists EUR 149/499 per month; do not confuse those numbers with the selected annual rates. A fourteen-day trial needs no card; enterprise and white-label deployments require a quote. Confirm channel charges and overage terms before connecting production traffic.
Official pricing ↗Pricing checked:
- Supply approved support documents, channel credentials and explicit rules for escalating a customer request.
- The configured agent produces replies and routes conversations or structured workflow results to connected services.
- Assign an escalation owner and inspect incorrect answers before allowing the agent to handle additional channels.
- Included agents, conversations, users and AI tokens are different limits. Channel-provider fees and paid overages need a separate confirmation; white-label access is not an entry-plan promise.
Reviewed
- Start with one existing page and its intended search intent, then identify the required publishing integration.
Bronze is displayed at USD 23/month with two projects, twenty-five documents, five AI-monitored questions and 15,000 AI credits. Silver is USD 45/month with five projects and fifty documents. Gold is USD 69/month with ten projects, seventy-five documents, 45,000 credits, unlimited team members, advanced templates and GSC/WordPress/Shopify integrations. The page also offers yearly billing; these displayed prices must not be treated as an annual prepayment. The advanced AI-monitoring add-on starts at USD 9/month for ten questions.
Official pricing ↗Pricing checked:
- Provide a target topic, a draft or page, and the questions you want to monitor in AI answers.
- The workspace produces optimisation guidance, content drafts and dated monitoring results.
- Validate factual claims and choose useful edits rather than publishing solely to reach a content score.
- Document, project, monitoring-question and AI-credit allowances are separate. Own-key and API/MCP access are listed on higher tiers; their inclusion does not make external model calls free.
Reviewed
- Separate a small topic-research trial from any purchase intended to cover your complete site inventory.
Free provides one user and ten queries/month, but no site inventory, tracked topics or content briefs. Paid Optimize includes one site inventory, one user, one hundred tracked topics, five briefs, one strategy document and one hundred queries/month. Research raises these to three users, one thousand tracked topics, ten briefs and three strategy documents with unlimited queries. Current paid prices require a sales quote; no numeric paid starting price is published in the reviewed page.
Official pricing ↗Pricing checked:
- Enter a topic or authorised site content and define the editorial question you need to answer.
- MarketMuse returns topical analysis and, on the appropriate paid tier, inventories, briefs and strategy documents.
- An editor must validate gaps, prioritise feasible work and verify claims in every resulting brief.
- Free has no inventory or briefs, and paid plans still cap brief and strategy-document production. Published testimonials are not an independent performance test.
Reviewed
- Prepare a factual brief and one channel-specific example rather than requesting generic promotional copy.
Rookie costs USD 19/month for 2,500 short-form generations; Intermediate costs USD 39/month for 10,000. Both exclude long-form autowrite. Pro costs USD 99/month and lists unlimited short-form generation, 1,000 autowrite generations and 100,000 words/month. A no-card trial is advertised without a stated allowance. The separate autowrite and word limits must not be collapsed into unlimited long-form writing.
Official pricing ↗Pricing checked:
- Describe the audience, offer, tone and verified facts that a marketing draft must preserve.
- Nichesss returns business ideas or marketing-copy variants that you can edit for a chosen channel.
- Select useful variants and check every claim against the actual product before publishing.
- Rookie and Intermediate cannot use long-form autowrite. Pro retains explicit monthly word and autowrite ceilings despite its unlimited short-form label.
Reviewed
- Choose the intended device and test a non-sensitive document before deciding whether advanced tools justify an upgrade.
Free lists forty standard-model accesses/day and limited trials of advanced tools. Pro is USD 99/year, displayed as about USD 8.3/month, with 5,000 standard and 200 advanced-model accesses/month. Max is a limited-time USD 199/year offer with unlimited standard and advanced-model access under personal-use rules, but zero included advanced credits. Ultra is USD 995/year and lists 20,000 advanced credits. Agent actions, media generation and ChatPDF consume advanced credits; unlimited chat is not an unlimited agent budget.
Official pricing ↗Pricing checked:
- Provide text, a permitted document or a page together with the reading or writing question.
- The assistant produces model responses, summaries, translations or drafts, with tool access depending on the plan.
- Check source fidelity and remove sensitive material before allowing a tool to act on an external website.
- Model access counts differ from advanced credits, and the Max offer is time-limited and subject to changing terms. Personal accounts prohibit sharing, multi-user use and non-personal bulk calling.
Reviewed
- Test the extension on a public page and check that its device coverage matches where you actually work.
The annual Pro checkout is displayed at USD 228/year. Teams is USD 180/seat/year with a minimum of five members. Free offers limited basic-model and tool access; the public page does not provide a numeric free quota. Pro’s unlimited labels are subject to fair-use limits proportional to the paid discounted price, and extra credits can be purchased. Teams adds member administration and a usage dashboard. The product is a user interface rather than a direct API service.
Official pricing ↗Pricing checked:
- Supply a page, document or question and specify the desired language, format and research scope.
- Merlin produces summaries, answers and drafts that can be accessed through its supported interfaces.
- Verify quotations and inspect original sources before reusing a generated research response.
- Fair-use limits and possible top-ups apply. The public pricing page does not expose a precise free quota, and Merlin does not offer direct API access under this subscription.
Reviewed
- Identify whether you need recording, AI generation, automated sending or all three before selecting a plan.
Free includes fifteen AI videos, stock avatars and three custom AI avatars; its recording table limits ordinary recordings to five videos/month and thirty minutes each. Starter is USD 59/seat/month billed annually. The Video Agent add-on is another USD 24/seat/month billed annually and unlocks unlimited AI videos and automated creation/delivery. Teams and Enterprise require quotes. Caption translations and some enterprise integrations can be usage-priced add-ons.
Official pricing ↗Pricing checked:
- Prepare an approved sales script, presenter or avatar assets, and the recipient-trigger rules for a permitted campaign.
- Vidyard produces hosted video messages and, with the required add-on and integrations, automated personalised deliveries.
- Review the video and recipient logic before enabling a live sales workflow.
- Unlimited recording on Starter is not the same as unlimited AI generation. CRM/MAP integration is listed on Teams, and automated captions are excluded from Free in the comparison table.
Reviewed
- Install the desktop product, inspect its capture settings and connect only the assistant you intend to use.
Pro is USD 18.99/user/month billed monthly, with on-device long-term memory, app and website capture, summaries and unlimited MCP access. Enterprise is USD 22.99/user/month billed monthly and adds organisation-wide capture controls, approved providers and your own API keys. A separate quarterly option is shown at USD 69.99/user/quarter. New users receive a seven-day trial; a card is required, and cancellation must precede the trial end to avoid billing.
Official pricing ↗Pricing checked:
- Allow only appropriate apps or websites to contribute work context and ask a time- or topic-specific recall question.
- Pieces returns contextual answers, recaps and memory references that compatible MCP clients can use.
- Check captured sources, exclude sensitive work and verify which provider receives context for each connected assistant.
- The public plan offers a trial rather than a permanent free tier. Personal on-device storage and organisation-level governance are distinct capabilities.
Reviewed
- Inventory code hosts and access policies before requesting a scope-specific annual proposal.
The current Enterprise platform starts at USD 16,000 minimum annual contract. It includes AI-feature credits and scales with team size; the page does not disclose a fixed included-credit quantity. The plan lists code search/navigation, AI Deep Search, Batch Changes, Insights, monitoring and full MCP/API/CLI access. Single-tenant cloud, self-hosting and enterprise controls are listed. Additional credit buckets, premium support and customer-success services require the applicable quote. No public free-plan allowance is shown.
Official pricing ↗Pricing checked:
- Connect authorised repositories and ask a concrete code-understanding, investigation or migration question.
- The platform returns code search and navigation results, AI-assisted investigations and reviewable batch-change workflows.
- Review repository permissions, validate code references and test any generated or batch-applied change.
- Included AI credits are not a published unlimited-use promise. Legacy Cody prices are not used here, and optional support and additional usage need written contract terms.
Reviewed
- Use a short clean vocal sample and decide whether you need auditioning, cloning or a downloadable production asset.
Free includes fifteen conversion minutes/month, zero voice slots and zero download minutes. Monthly Starter costs USD 10 with sixty conversion minutes, two voice slots and fifteen download minutes. Producer costs USD 30/month with unlimited conversions and voice slots but sixty download minutes; Professional costs USD 60/month with unlimited downloads subject to fair use. These USD terms are for new accounts; existing subscriptions can differ. Cancellation leaves custom voices stored but locked after paid access ends.
Official pricing ↗Pricing checked:
- Upload a permitted vocal recording or create a voice using material you are authorised to use.
- Kits generates converted vocals or designed voices, with downloads governed by the selected plan.
- Listen for pronunciation and musical artefacts, and verify consent and rights before releasing an exported performance.
- Conversion minutes, downloads and stored voice slots are different meters. Unlimited plans have fair-use conditions, and cancelled custom voices become unavailable.
Reviewed
- Use a short representative excerpt and choose whether browser, local processing or DAW integration is required.
Starter is free with ten minutes, a 200 MB file limit and result previews, but no result downloads. Lite is USD 90/year, displayed as USD 7.50/month, with ninety Fast Queue minutes/month, unlimited Relaxed Queue minutes, a 2 GB file limit, downloads and batch processing. The captured Pro promotion is USD 126 for the first year, displayed as USD 10.50/month; it renews at the standard rate and includes 250 Fast Queue minutes/month, the VST plugin, local Lyra processing and API access. Confirm the renewal charge rather than assuming the first-year promotion continues.
Official pricing ↗Pricing checked:
- Select the desired stem type and upload audio or video you have permission to process.
- The service returns separated-stem previews and, on an eligible plan, downloadable results.
- Audition exposed stems and confirm the rights to reuse the underlying recording before distribution.
- A free preview does not include export rights within the product plan. Queue minutes, upload-size limits and first-year promotional pricing need independent checks.
Reviewed
- Test one representative asset per needed format and record the actual credit debit before estimating a campaign.
The selected annual Go plan is displayed at USD 9.90/month for one user and one Designs Claw. Its limited-time offer increases the displayed monthly credits from 500 to 1,000. Annual Plus is promoted at USD 19.50/month instead of USD 39, with 2,500 credits, two users and two Claws. Pro is USD 79/month on annual billing with 10,000 credits and five users. Subscriber-only top-ups cost USD 30/2,500, USD 50/5,000 or USD 80/10,000 credits; they expire after one year and are non-refundable. No permanent free allowance is stated on the captured plan page.
Official pricing ↗Pricing checked:
- Provide a brand brief, permitted source assets and the format required for each item in the creative queue.
- The selected tool or agent generates creative drafts and assets using the available subscription credits.
- Review brand accuracy, licences and export specifications before distributing generated material.
- Promotional credits and prices are time-limited. Top-ups require an active subscription, and each plan separately limits users and Claws.
Reviewed
- Use a compatible Python environment, install the toolkit extra and configure model access before adding tools.
The smolagents library is Apache-2.0 software with no software licence charge. Install the toolkit extra with pip install "smolagents[toolkit]". Hosted inference, optional managed sandboxes and tools have their own charges; the library does not include a universal free model allowance. Local model use requires a compatible runtime and hardware sized for that model. Hugging Face documents both code-writing agents and conventional tool-calling agents.
Official pricing ↗Pricing checked:
- Provide a bounded task, a configured model and explicitly permitted tools or data sources.
- The agent produces an answer and an inspectable sequence of code actions or tool calls.
- Review tool authority and generated code, and choose an isolated executor appropriate for the data and commands.
- The built-in local executor is not a security boundary. No universal model-memory requirement is stated; local hardware needs depend on the selected model and context.
Reviewed
- Install the stable SDK in a compatible environment and choose a local directory for the first test database.
LanceDB Embedded is Apache-2.0 software and runs in the application process, with data on local disk or object storage. There is no software licence fee for this open-source edition. The official Python quickstart uses pip install lancedb and a local directory connection. Enterprise distributed search and maintenance are separate commercial offerings by quote. Storage, embedding generation, indexing compute and model calls remain deployment costs.
Official pricing ↗Pricing checked:
- Prepare permitted records, multimodal references and the embeddings or embedding configuration needed for retrieval.
- LanceDB stores searchable tables and returns matching records through the selected search and filtering method.
- Validate retrieval quality, access filters and data lifecycle before using results to ground an agent response.
- The embedded edition is not a bundled managed production service. Capacity and latency depend on records, indexes, storage and workload; no universal RAM minimum is asserted.
Reviewed
- Prepare a complete brand brief and decide how many approved downloadable variants the campaign actually needs.
The current annual Starter card is displayed at USD 20/month with twenty download credits/month, one brand and one user. Professional is USD 125/month billed yearly with 300 credits, ten brands and ten users; Ultimate is USD 500/month billed yearly with 300 credits, twenty-five brands and twenty users. The page separately shows crossed-out monthly prices and annual savings; confirm the exact annual checkout before paying. Generating variants is unlimited, but a credit is consumed when a generated creative is downloaded. A trial is advertised without a numeric quota in this capture.
Official pricing ↗Pricing checked:
- Provide a permitted product image, brand colours, logo and a verified offer for the intended ad placement.
- The workspace generates creative variants and scores; selected exports consume the plan’s download credits.
- Review product fidelity, claims and platform specifications before exporting and launching any campaign.
- Unlimited generation does not mean unlimited downloads or proven conversion lift. Brand and collaborator limits can matter even when two tiers have the same download-credit count.
Reviewed
- Connect a small test application and decide which trace fields may leave your environment.
Developer is EUR 0 with 50,000 events/month, two users, fourteen-day data access and three scenarios, simulations and custom evaluations. Growth is EUR 29 per core seat/month, with 200,000 events included, then EUR 5 per 100,000 events. Thirty-day retention is included; keeping data longer adds EUR 3/GB. Lite users are unlimited on Growth. Enterprise deployment and support require a quote. Model and simulation-provider charges should be confirmed separately.
Official pricing ↗Pricing checked:
- Send authorised application traces, evaluation datasets and explicit success criteria through a supported integration.
- The workspace returns execution traces, evaluation scores, simulation replays and prompt experiment results.
- Review failure cases and judge criteria before using a score to approve a production change.
- Event volume can exceed conversation volume. Free retention is fourteen days; longer retention and additional core seats change the bill.
Reviewed
- Prepare an API integration and a representative recording whose language and specialist terms are known.
With both calculator discounts off, pre-recorded Melia 1 is USD 0.24/audio hour, Enhanced USD 0.75/hour, Oak 1 USD 0.30/hour and Standard USD 0.45/hour. The captured calculator initially enabled a 33% model-training discount and a volume discount of up to 25%, showing Melia 1 from USD 0.12/hour. The training program is an account opt-in, off by default: it permits use of audio and transcripts to improve models and applies to future STT usage, not TTS. Volume discounts depend on credit-pack or subscription commitments. Without discounts, translation is USD 0.65/hour and summaries USD 0.12/hour, subject to model availability. New accounts are offered USD 100 credits without a card; live transcription has separate rates.
Official pricing ↗Pricing checked:
- Submit authorised audio or video and choose the transcription model and relevant language options.
- The API returns transcription text with supported speaker labels, formatting and word timings.
- Check names, numbers and domain vocabulary against the recording before using a transcript as a record.
- Lowest advertised rates assume model-training permission and volume savings. The training opt-in changes future audio/transcript data-use terms; a price-view switch does not prove your account opted in. Model features and add-ons differ, and introductory credits are not perpetual free inference.
Reviewed
- Set an API key, review training opt-out and wallet auto-top-up, and confirm the target language on the chosen model.
Self-serve async transcription starts at EUR 0.16/audio hour on Solaria-3, or EUR 0.27/hour on Solaria-1; real-time is EUR 0.68/hour. New accounts receive EUR 50 in credits valid for one year. Solaria-3 lists six languages versus 100+ for Solaria-1. Summarization adds EUR 0.03/hour, translation EUR 0.05/hour and async PII redaction EUR 0.07/hour. Self-serve permits twenty-five async jobs or thirty live sessions concurrently. Top-up credits do not expire, and automatic top-up is configurable.
Official pricing ↗Pricing checked:
- Provide authorised recordings or a live audio stream, select the model and request only needed add-ons.
- Gladia returns transcripts and, when requested, summaries, translations or other audio-analysis results.
- Review transcription errors and account data-use controls before sending sensitive production audio.
- Self-serve model training is enabled by default. Real-time diarization and PII-redaction availability differ from async; do not infer parity.
Reviewed
- Start with one representative source and identify the required input type and export format.
The selected annual plan displays Basic at USD 5.99/month with 1,000 AI credits/month, Pro at USD 11.99/month with 2,000 credits and Unlimited at USD 17.99/month. Free has thirty one-time credits, including five PDF/document maps and five YouTube maps as listed. Basic exports PDF, Markdown and SVG; Pro adds audio, image input, deep research and content chat. The annual equivalents are not cancellable monthly payments; confirm the actual annual checkout and any promotion.
Official pricing ↗Pricing checked:
- Supply a document, supported video link or text whose contents you are authorised to summarise.
- Mapify produces an editable mind map and plan-dependent exports, with source-linked navigation where supported.
- Compare branches with the source and correct omissions before sharing the summary with readers.
- Free credits are one-time; advanced input types and deeper research belong to higher tiers. A neat hierarchy does not prove source accuracy.
Reviewed
- Choose a sample task and set a reminder for the trial renewal terms before starting a paid trial.
Free provides twenty credits/month, three canvas maps and watermarked PNG exports. Pro is USD 12/month billed annually: the page offers a USD 1 fourteen-day trial followed by USD 144/year, with 1,000 credits/month, unlimited maps and clean PNG/PDF export. Max is USD 100/month billed monthly with 10,000 credits. Fast models start at one credit, while premium models, longer prompts and canvas context can consume more. Unused credits do not roll over.
Official pricing ↗Pricing checked:
- Describe a concept and attach relevant PDFs, documents, images or a supported video link.
- The canvas returns generated or rewritten diagrams that you can edit and export according to the selected plan.
- Check connections and labels against the original material before using the map to guide other people.
- The Pro trial is paid and renews annually; credits vary by model and do not roll over. Free exports retain a watermark.
Reviewed
- Identify editors versus viewers and prepare a short process to test AI-assisted diagramming.
The selected annual option displays Pro at USD 10/editor/month and Business at USD 20/editor/month. Free allows fifty new board objects and fifty document blocks/month, watermarked exports and seven-day history. Pro removes object/block limits and watermarks and provides ninety-day history. Viewers are free. The FAQ lists ten AI credits per member and says extra AI credits can be bought separately on any plan; unlimited board objects are not unlimited AI generation.
Official pricing ↗Pricing checked:
- Provide a process description or idea and add the source context your collaborators need to evaluate it.
- Whimsical produces editable flowcharts or mind maps within boards that can be shared with collaborators.
- Validate process branches, access permissions and the meaning of generated labels before sharing externally.
- AI credits are separate from editor-seat and object allowances. Free exports are watermarked and version history is short.
Reviewed
- Select a capture method compatible with your meeting and confirm participant consent.
Free is USD 0 and includes ten bot-attended meetings/month and three Ask AI questions per recording. Desktop and phone apps separately list unlimited meeting recording. The annual view displays Plus USD 19/month or Pro USD 32/month; switching to Monthly shows Plus USD 23 and Pro USD 40/month. Plus lists thirty bot meetings and unlimited Ask AI, while Pro lists one hundred bot meetings. A two-week premium trial needs no card.
Official pricing ↗Pricing checked:
- Record an authorised online or in-person meeting through the selected bot or application.
- Wudpecker creates editable notes and transcripts with speaker names, collections and AI question answering.
- Obtain recording consent and correct speakers, commitments and dates before distributing meeting notes.
- Bot participation is capped by plan and is distinct from app recording; Free AI questions are capped per recording.
Reviewed
- Decide whether a bot can attend and specify the required recording-retention policy.
Free is USD 0/user/month with meeting notes, action items, thirty-day meeting and recording history, limited automations, two teams and API/MCP/CLI access. The pricing view displays Pro USD 15, Business USD 25 and Enterprise USD 35 per user/month billed annually. Switching to Monthly shows Pro USD 18 and Business USD 29/user/month; Enterprise is yearly only. Pro adds unlimited meeting history, one year of recording storage, integrations and five teams. Business adds roles, retention controls, two years of recording storage and unlimited teams.
Official pricing ↗Pricing checked:
- Capture a consented online or in-person conversation using a supported bot, desktop or mobile method.
- Circleback returns speaker-labelled transcripts, meeting notes, action items and configured workflow outputs.
- Check speakers and decisions and approve integration destinations before enabling automated updates.
- Meeting history and recording storage have different limits. Paid governance and integrations do not remove the need to review generated notes.
Reviewed
- Prepare a short original script and identify the required narration, aspect ratio and publication destination.
The monthly pricing view lists Hobby at USD 39/month and promotional Growth at USD 39/month against a crossed-out USD 99. Growth includes 2,000 AI credits/month, three Auto-Mode workers, publishing, channel monitoring and API/MCP/CLI access. Ultra starts at USD 199/month with 12,000 credits and ten workers. Treat the Growth price as a captured promotion, not a universal future price. Free or trial generation allowances are not established by the reviewed plan cards.
Official pricing ↗Pricing checked:
- Provide an original script, authorised source link or music and select the intended short-video format.
- Revid produces editable videos with generated visuals, narration and captions, plus configured publishing outputs.
- Review factual claims, media rights and captions before approving export or an automated publishing schedule.
- Credit consumption depends on generation operations. The promotional Growth price and worker count do not promise reach, engagement or unlimited output.
Reviewed
- Prepare a Python environment or container and configure storage, access control and trace redaction for the intended deployment.
Phoenix self-hosted software is available under Elastic License 2.0, with no software subscription price listed in the reviewed repository. The licence restricts offering substantial functionality to third parties as a hosted or managed service and protects licence-key mechanisms. Compute, storage and any external model-based evaluations remain separate. Arize AX is a separate managed production platform; its commercial terms are not included with local Phoenix.
Official pricing ↗Pricing checked:
- Send instrumented application spans and authorised evaluation examples to a Phoenix instance you operate.
- Phoenix returns trace views, versioned datasets and experiment results for debugging model and retrieval behaviour.
- Inspect trace payloads and evaluator destinations and check the licence before exposing a hosted service to others.
- ELv2 is not a blanket permission to resell a managed Phoenix service. Hosting, persistence and external evaluator costs remain the operator’s responsibility.
Reviewed
- Prepare a supported CLI runtime, an approved test target and restricted provider credentials for the chosen configuration.
The core CLI and library are MIT licensed with no software licence charge. The README documents npm install -g promptfoo, promptfoo init --example getting-started, promptfoo eval and promptfoo view; npx promptfoo@latest is another route. Most model providers require an API key. External inference and any separate commercial services are not made free by the MIT licence. Local evaluation orchestration can still send test prompts to configured remote providers.
Official pricing ↗Pricing checked:
- Provide prompt configurations, model connections, test inputs and explicit assertions for systems you are authorised to test.
- promptfoo produces comparison results, assertion outcomes and security findings that can be reviewed locally or in CI.
- Review failed assertions and false positives and keep attack testing within the approved target scope.
- Provider keys and remote model calls are separate dependencies; automated scores and red-team findings require human interpretation.
Reviewed
- Prepare a test number, an escalation destination and an explicit monthly spending cap.
Pay as you go lists USD 0.20/voice minute, USD 0.03/chat and USD 10/month per phone number. Outbound SMS is USD 0.02/part; standard parts are 160 characters and special-character parts seventy. Monthly bundles start at USD 45 for 250 voice-minute-equivalent credits, rising to USD 350 for 2,500. Chat and SMS also consume a bundle balance, and credits do not roll over. The page conflicts on introductory credits: USD 5 near the plan versus USD 10 in the footer, so confirm that offer at signup.
Official pricing ↗Pricing checked:
- Provide approved instructions, business knowledge, channel configuration and tools for a narrowly defined agent.
- echowin handles configured phone or chat conversations and records workflow outcomes and analytics.
- Approve the agent’s permitted actions and verify human transfer before opening a production phone route.
- Phone numbers, SMS registration and compliance options can add charges. Credits expire by cycle and the introductory allowance is inconsistent on the page.
Reviewed
- Choose the complete provider stack and a test transport, then estimate all cost components.
Usage-only Vapi hosting is prepaid at USD 0.05/minute, with model, transcription, voice and transport costs separate. Starting credits are USD 5; the base package includes four concurrent calls, two organisations, one Vapi number and fourteen-day raw-data retention. Core adds USD 29/month and ten concurrent calls; Pro costs ten percent of hosting fees with a USD 999/month minimum. Extra concurrency is USD 10/line/month, extra organisations USD 20/month and the HIPAA option USD 2,000/month.
Official pricing ↗Pricing checked:
- Configure an agent prompt, model, transcriber, voice, transport and approved tool connections.
- Vapi orchestrates live voice conversations and exposes configured events, call data and tool results.
- Check transfer behaviour, data retention and tool permissions before accepting real callers.
- Provider and transport fees are additional. Base concurrency and retention differ from paid success packages, and Pro has a material monthly minimum.
Reviewed
- Define a permitted call workflow and compare a written component estimate with observed test-call usage.
The page advertises voice agents at USD 0.07–0.31/minute, but its detailed component table includes choices outside that headline range. Voice infrastructure is USD 0.055/minute, with TTS and LLM rates added; Retell platform voices are USD 0.015/minute. US Twilio transport is USD 0.015/minute in the selected country. Introductory credits are USD 10 and twenty concurrent calls are included. Extra concurrency is USD 8/month; Retell phone numbers are USD 2/month. Add-ons such as PII removal add USD 0.01/minute.
Official pricing ↗Pricing checked:
- Provide approved agent instructions, business tools, a selected model/voice stack and a telephony route.
- Retell produces live conversations, transcripts, tool actions and call-analysis records.
- Review tool actions, silence billing and escalation results before enabling production calls.
- Telephony, model choices and add-ons can change the all-in rate; connected voicemail and silence can still consume billable time.
Reviewed
- Prepare a test telephony route and a clear rule for handing the conversation to a person.
Start is USD 0.14/talk minute with no platform fee; Build is USD 299/month plus USD 0.12/talk minute. LLM, speech recognition and speech output are included in these AI rates, but telephony is separate. Transfer rates are USD 0.05/minute on Start and USD 0.04/minute on Build; the FAQ says bring-your-own-telephony users do not pay transfer fees to Bland. Start lists two starting credits, ten concurrent calls and one hundred calls/day; Build lists fifty concurrent calls and two thousand calls/day.
Official pricing ↗Pricing checked:
- Define approved call instructions, conversational pathways, integrations and the intended telephone route.
- Bland runs phone conversations and returns configured transcripts, extracted information and workflow outcomes.
- Check consent, failure handling and the transfer destination before permitting customer-facing calls.
- Carrier charges remain separate, transferred minutes have distinct terms, and Start has daily and concurrent-call ceilings.
Reviewed
- Browser extension and language APIs
Free includes basic writing help and checks up to 2,000 characters. Pro costs USD 25/month or USD 12/month on annual billing, with checks up to 100,000 characters. A one-month Pro trial is offered. The separate metered API has a one-time USD 5 minimum; Enterprise starts at ten seats and USD 15/seat/month.
Official pricing ↗Pricing checked:
- Paste authorised text or compose it in an integration supported by Sapling.
- Receive writing suggestions and an AI-screening result for the submitted text.
- Review Sapling results against the original material before using them.
- Character limits differ from word limits. Detection can produce false positives, and API access is billed separately from Pro.
Reviewed
- Web document and image checks
The free trial provides 2,000 credits for fourteen days. The displayed annual Essential offer is USD 60/year with code WINSTON50, against USD 120/year before that promotion, with 100,000 monthly credits. Advanced includes 200,000 and Elite 500,000 monthly credits. Promotional eligibility and renewal charges must be confirmed at checkout.
Official pricing ↗Pricing checked:
- Upload a permitted document or image, or submit text for an authenticity check.
- Inspect detection findings and export or share the available reports.
- Review Winston AI results against the original material before using them.
- Vendor accuracy claims are not independent validation. False positives and missed detections require human review before consequential decisions.
Reviewed
- Web reports, extensions and integrations
Personal is displayed at USD 13.99/month billed USD 167.88 annually, with 1,200 unified credits for up to 300,000 words OR 1,200 images. Pro is USD 74.99/month billed USD 899.88 annually, with 25 seats and 12,000 credits. Extra credits can be purchased; taxes may apply.
Official pricing ↗Pricing checked:
- Submit authorised writing or images and select the relevant detection workflow.
- Read the combined text report or the image AI-presence report.
- Review Copyleaks results against the original material before using them.
- AI classification is probabilistic. Image scanning does not check image plagiarism, and annual displayed rates are not monthly cancellation prices.
Reviewed
- Web study and creation workspace
The annual pricing view lists Pro at USD 108/year, Unlimited at USD 239/year and Max at USD 829/year. Pro includes 1,000 basic quotas and 100 premium credits per month; Unlimited has unlimited basic quotas but 2,800 premium credits, and Max has 10,000 premium credits. Tool-specific conversion rates and file limits apply.
Official pricing ↗Pricing checked:
- Provide a supported video URL, recording or document you are allowed to process.
- Review summaries, notes, mind maps or other selected study outputs.
- Review NoteGPT results against the original material before using them.
- Summary quality depends on the source and transcription. Upload sizes, batch limits and premium models differ by plan.
Reviewed
- Web tools and API access
Creator is USD 19/month or USD 144/year, Pro USD 39/month or USD 300/year, and Business USD 99/month or USD 792/year. Annual allowances are 144,000, 300,000 and 840,000 credits respectively. Paid exports are watermark-free; resolution, concurrency and upload limits vary. One-time credit packs start at USD 10 for 4,000 credits.
Official pricing ↗Pricing checked:
- Supply prompts and permitted reference images, clips or audio for the selected model.
- Generate media assets and download exports supported by the active plan.
- Review Magic Hour results against the original material before using them.
- Model-specific credit costs vary, and the advertised example durations cannot be applied to every tool.
Reviewed
- Web editor and Windows app
The personal Free plan includes AI video/audio tools and watermark-free exports up to 1080p. Premium capabilities are included with Microsoft 365 Personal or Family, adding 4K exports, premium stock and a brand kit. The linked subscription price depends on the Microsoft market and plan; work and education access have separate arrangements.
Official pricing ↗Pricing checked:
- Import video, audio and images or record a screen and voice track.
- Export an edited video with reviewed captions, titles and audio.
- Review Microsoft Clipchamp results against the original material before using them.
- Consumer and organisation licences are different. Caption and voiceover results need review, and premium assets can change export eligibility.
Reviewed
- Design canvas, code agent and browser
Free lists 300 monthly credits, 150 signup credits and daily top-ups capped at 300. Pro starts at USD 20/month for 2,000 monthly credits; Team starts at USD 40/user/month with pooled credits and team controls. Rollover and credit-pack options depend on the plan and billing term.
Official pricing ↗Pricing checked:
- Provide an authorised repository, a UI brief and any relevant design references.
- Review generated interface code and browser-visible design changes.
- Review Kombai results against the original material before using them.
- Generated UI still needs accessibility, responsive-layout and application-behaviour testing. Credits vary with model and work performed.
Reviewed
- Web calendar, MCP, CLI and API
Monthly Standard is USD 29 for five channels, Team USD 39 for ten, Pro USD 49 for thirty and Ultimate USD 99 for one hundred. Every plan has a seven-day trial, MCP, CLI and API access. Standard lists three AI videos and sixty clipping minutes/month; higher tiers increase generation allowances.
Official pricing ↗Pricing checked:
- Connect authorised social accounts and provide draft text, media and publishing times.
- Review scheduled posts, generated variants and publishing status in the calendar.
- Review Postiz results against the original material before using them.
- Network permissions and format requirements vary. Agent API access does not remove the need for approval of outbound posts.
Reviewed
- Web workspace and compatible API
Free includes ten text prompts and fifteen image prompts/day. The annual view shows Pro at USD 216/year, Pro Plus at USD 816/year and Max at USD 2,400/year. Monthly premium-credit allowances are 100, 7,500 and 22,500 respectively; 100 credits equal USD 1. Premium models, video, music and API use draw on credits.
Official pricing ↗Pricing checked:
- Enter prompts, attach supported material and choose the model or media tool.
- Receive chat responses or generated media, with usage charged by the selected feature.
- Review Venice results against the original material before using them.
- Privacy and retention depend on the selected mode and provider. Model outputs and privacy claims have not been independently audited here.
Reviewed
- Python library and command line
MarkItDown is MIT-licensed software without a software subscription fee. Local conversion uses your own environment. Optional LLM image descriptions, vision OCR and Azure services require their own provider configuration and may incur usage charges; the library licence does not include those services.
Official pricing ↗Pricing checked:
- Provide a supported local file, stream or URL and select the needed optional dependencies.
- Receive Markdown text suitable for subsequent indexing, summarization or analysis.
- Review MarkItDown results against the original material before using them.
- The documented Python range is 3.10–3.14. Third-party plugins are disabled by default; cloud conversion and local extraction have different privacy and cost implications.
Reviewed
- Windows/macOS; Linux source build
ArtCraft’s source is available under MIT or Apache-2.0 at your option. Windows and macOS builds are linked, while Linux can be built from source. This software licence does not make model inference free: ArtCraft services and connected third-party providers have separate access and generation costs.
Official pricing ↗Pricing checked:
- Arrange authorised images, 3D assets and prompts in the scene or canvas.
- Generate image or video assets using the selected supported provider.
- Review ArtCraft results against the original material before using them.
- Provider accounts, licences and inference charges remain separate. Building from source requires the documented development environment.
Reviewed