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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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Meetings
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Fathom
S
Elicit
S
Groq
S
ChatGPT Operator
B
TaglineMeeting notes, free forever for individuals.AI research assistant for academic literature.The fastest AI inference in the world. Crazy low latency.OpenAI's browser agent. Clicks and types on websites for you.
CategoryMeetingsResearchDev PlatformAgents
PricingFree for individuals + $15-$29/user/mo teamsFree + $12-$42/moFree tier + pay-as-you-go APIIncluded with ChatGPT Pro $200/mo
Best forSolo operators, freelancers, small teams on a budget.Grad students, researchers, anyone doing literature reviews.Developers who need sub-100ms LLM responses.Power users willing to pay $200/mo for a browser bot.
Strengths
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
Weaknesses
  • Bot-joining model
  • Team features gated
  • Academic-only
  • Can hallucinate citations — verify everything
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
Kai's verdictS-tier for solo + free. The best free option, hands down.S-tier for academic research. Nothing else comes close for systematic reviews.S-tier for speed. When latency is the product, start here.B-tier. Still early. Manus is more flexible for less money.
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