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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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Perplexity
S
ChatGPT Operator
B
Elicit
S
MagicSchool
S
TaglineAI search done right. Cited answers, not chat theater.OpenAI's browser agent. Clicks and types on websites for you.AI research assistant for academic literature.AI platform built for teachers. Lesson plans + IEPs + admin.
CategoryResearchAgentsResearchEducation
PricingFree + $20/mo ProIncluded with ChatGPT Pro $200/moFree + $12-$42/moFree + $100/yr Plus + school plans
Best forReplacing Google for any question where you want a cited answer in seconds.Power users willing to pay $200/mo for a browser bot.Grad students, researchers, anyone doing literature reviews.Teachers prepping materials. School districts.
Strengths
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • 60+ teacher-specific tools
  • Generous free tier
  • FERPA + COPPA compliant for schools
Weaknesses
  • Not a general chatbot
  • Answers can be shallow on complex topics
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Academic-only
  • Can hallucinate citations — verify everything
  • Teacher-only focus
  • Less useful for students
Kai's verdictS-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.B-tier. Still early. Manus is more flexible for less money.S-tier for academic research. Nothing else comes close for systematic reviews.S-tier for teachers. If you teach K-12, start here this week.
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