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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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Dev Platform
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ChatGPT Operator
B
Khanmigo
S
Hex
A
Fathom
S
TaglineOpenAI's browser agent. Clicks and types on websites for you.Khan Academy's AI tutor. Socratic method, built for learning.Modern data notebook with Magic AI assistant.Meeting notes, free forever for individuals.
CategoryAgentsEducationDataMeetings
PricingIncluded with ChatGPT Pro $200/mo$4/mo (free for teachers)Free + $28+/user/moFree for individuals + $15-$29/user/mo teams
Best forPower users willing to pay $200/mo for a browser bot.Students K-12. Parents helping with homework. Teachers prepping lessons.Data teams at startups + enterprises.Solo operators, freelancers, small teams on a budget.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Socratic — doesn't give answers, asks questions
  • Trusted by schools + parents
  • Integrated with Khan Academy curriculum
  • 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
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • K-12 focus (not deep for adults)
  • Slower than general chatbots
  • Overkill for casual users
  • Enterprise pricing
  • Bot-joining model
  • Team features gated
Kai's verdictB-tier. Still early. Manus is more flexible for less money.S-tier for kids learning. The tutoring UX is legit — not a generic chatbot dressed up.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.
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