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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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A
Khanmigo
S
ChatGPT Operator
B
TaglineSpreadsheets with AI + live integrations baked in.Khan Academy's AI tutor. Socratic method, built for learning.OpenAI's browser agent. Clicks and types on websites for you.
CategoryDataEducationAgents
PricingFree + $19-$89/user/mo$4/mo (free for teachers)Included with ChatGPT Pro $200/mo
Best forOps teams, marketers, anyone building dashboards from multiple sources.Students K-12. Parents helping with homework. Teachers prepping lessons.Power users willing to pay $200/mo for a browser bot.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Socratic — doesn't give answers, asks questions
  • Trusted by schools + parents
  • Integrated with Khan Academy curriculum
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • K-12 focus (not deep for adults)
  • Slower than general chatbots
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for kids learning. The tutoring UX is legit — not a generic chatbot dressed up.B-tier. Still early. Manus is more flexible for less money.
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