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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
Khanmigo
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.Khan Academy's AI tutor. Socratic method, built for learning.
CategoryAgentsDataMeetingsEducation
PricingIncluded with ChatGPT Pro $200/moFree + $28+/user/moFree for individuals + $15-$29/user/mo teams$4/mo (free for teachers)
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.Students K-12. Parents helping with homework. Teachers prepping lessons.
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
  • Socratic — doesn't give answers, asks questions
  • Trusted by schools + parents
  • Integrated with Khan Academy curriculum
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
  • K-12 focus (not deep for adults)
  • Slower than general chatbots
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 for kids learning. The tutoring UX is legit — not a generic chatbot dressed up.
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