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Side-by-side: what they do, what they cost, what Kai actually thinks. Pass up to 4 tools via ?tools=claude,chatgpt,gemini.
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Fathom
S
ChatGPT Operator
B
Hex
A
Cursor
S
TaglineMeeting notes, free forever for individuals.OpenAI's browser agent. Clicks and types on websites for you.Modern data notebook with Magic AI assistant.VS Code fork that made AI coding actually work.
Categorymeetingagentsdatacoding
PricingFree for individuals + $15-$29/user/mo teamsIncluded with ChatGPT Pro $200/moFree + $28+/user/moFree + $20/mo Pro + $40/mo Business
Best forSolo operators, freelancers, small teams on a budget.Power users willing to pay $200/mo for a browser bot.Data teams at startups + enterprises.Developers. Non-developers who want to ship working code.
Strengths
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
  • Tab completion feels like mind-reading
  • Composer for multi-file edits
  • Runs Claude, GPT, Gemini — you pick
Weaknesses
  • Bot-joining model
  • Team features gated
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Overkill for casual users
  • Enterprise pricing
  • Can feel overwhelming for non-coders
  • Expensive at scale
Kai's verdictS-tier for solo + free. The best free option, hands down.B-tier. Still early. Manus is more flexible for less money.A-tier for data teams. S-tier if you already live in SQL + Python.S-tier for coding. If you write code of any kind, this pays back the $20 in a day.
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