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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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Hex
A
Fathom
S
Granola
S
ChatGPT Operator
B
TaglineModern data notebook with Magic AI assistant.Meeting notes, free forever for individuals.Meeting notes that don't suck. Runs locally, no bot joins.OpenAI's browser agent. Clicks and types on websites for you.
CategoryDataMeetingsMeetingsAgents
PricingFree + $28+/user/moFree for individuals + $15-$29/user/mo teamsFree + $18/moIncluded with ChatGPT Pro $200/mo
Best forData teams at startups + enterprises.Solo operators, freelancers, small teams on a budget.Founders, execs, consultants who live in calls.Power users willing to pay $200/mo for a browser bot.
Strengths
  • 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
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
Weaknesses
  • Overkill for casual users
  • Enterprise pricing
  • Bot-joining model
  • Team features gated
  • Mac-only
  • Single-user by design
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
Kai's verdictA-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.B-tier. Still early. Manus is more flexible for less money.
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