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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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Elicit
S
MagicSchool
S
ChatGPT Operator
B
Lovable
A
TaglineAI research assistant for academic literature.AI platform built for teachers. Lesson plans + IEPs + admin.OpenAI's browser agent. Clicks and types on websites for you.Build a full app from a prompt. Stripe-ready.
CategoryResearchEducationAgentsDesign
PricingFree + $12-$42/moFree + $100/yr Plus + school plansIncluded with ChatGPT Pro $200/moFree + $25-$100/mo
Best forGrad students, researchers, anyone doing literature reviews.Teachers prepping materials. School districts.Power users willing to pay $200/mo for a browser bot.Non-devs + solopreneurs shipping MVPs.
Strengths
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • 60+ teacher-specific tools
  • Generous free tier
  • FERPA + COPPA compliant for schools
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Generates full apps + DB + auth
  • Good for non-developers
  • Ships faster than hand-coding
Weaknesses
  • Academic-only
  • Can hallucinate citations — verify everything
  • Teacher-only focus
  • Less useful for students
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Complexity ceiling
  • Can generate brittle code
Kai's verdictS-tier for academic research. Nothing else comes close for systematic reviews.S-tier for teachers. If you teach K-12, start here this week.B-tier. Still early. Manus is more flexible for less money.A-tier. The strongest 'no-code' AI builder right now. Great for founder MVPs.
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