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Elicit
S
ChatGPT Operator
B
MagicSchool
S
Rows
A
TaglineAI research assistant for academic literature.OpenAI's browser agent. Clicks and types on websites for you.AI platform built for teachers. Lesson plans + IEPs + admin.Spreadsheets with AI + live integrations baked in.
CategoryResearchAgentsEducationData
PricingFree + $12-$42/moIncluded with ChatGPT Pro $200/moFree + $100/yr Plus + school plansFree + $19-$89/user/mo
Best forGrad students, researchers, anyone doing literature reviews.Power users willing to pay $200/mo for a browser bot.Teachers prepping materials. School districts.Ops teams, marketers, anyone building dashboards from multiple sources.
Strengths
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • 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
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
Weaknesses
  • Academic-only
  • Can hallucinate citations — verify everything
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Teacher-only focus
  • Less useful for students
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
Kai's verdictS-tier for academic research. Nothing else comes close for systematic reviews.B-tier. Still early. Manus is more flexible for less money.S-tier for teachers. If you teach K-12, start here this week.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.
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