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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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ChatGPT Operator
B
Hex
A
Fathom
S
Granola
S
TaglineOpenAI's browser agent. Clicks and types on websites for you.Modern data notebook with Magic AI assistant.Meeting notes, free forever for individuals.Meeting notes that don't suck. Runs locally, no bot joins.
CategoryAgentsDataMeetingsMeetings
PricingIncluded with ChatGPT Pro $200/moFree + $28+/user/moFree for individuals + $15-$29/user/mo teamsFree + $18/mo
Best forPower users willing to pay $200/mo for a browser bot.Data teams at startups + enterprises.Solo operators, freelancers, small teams on a budget.Founders, execs, consultants who live in calls.
Strengths
  • 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
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • No bot in the call — runs on your Mac
  • Strong templates
  • Fast summaries
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Overkill for casual users
  • Enterprise pricing
  • Bot-joining model
  • Team features gated
  • Mac-only
  • Single-user by design
Kai's verdictB-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 solo + free. The best free option, hands down.S-tier. Category-defining UX. If you take notes in meetings, switch this week.
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