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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.
Pick tools (3 selected)
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Rows
A
ChatGPT Operator
B
MagicSchool
S
TaglineSpreadsheets with AI + live integrations baked in.OpenAI's browser agent. Clicks and types on websites for you.AI platform built for teachers. Lesson plans + IEPs + admin.
CategoryDataAgentsEducation
PricingFree + $19-$89/user/moIncluded with ChatGPT Pro $200/moFree + $100/yr Plus + school plans
Best forOps teams, marketers, anyone building dashboards from multiple sources.Power users willing to pay $200/mo for a browser bot.Teachers prepping materials. School districts.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • 60+ teacher-specific tools
  • Generous free tier
  • FERPA + COPPA compliant for schools
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Teacher-only focus
  • Less useful for students
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.B-tier. Still early. Manus is more flexible for less money.S-tier for teachers. If you teach K-12, start here this week.
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