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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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Chatbots
Research
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Meetings
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Agents
Dev Platform
Data
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Fathom
S
Perplexity
S
Lex
A
Ollama
S
TaglineMeeting notes, free forever for individuals.AI search done right. Cited answers, not chat theater.Google Docs with an AI collaborator baked in.Run LLMs locally. One-line install, GUI optional.
CategoryMeetingsResearchWritingDev Platform
PricingFree for individuals + $15-$29/user/mo teamsFree + $20/mo ProFree + $12/moFree + open source
Best forSolo operators, freelancers, small teams on a budget.Replacing Google for any question where you want a cited answer in seconds.Essays, long-form drafts, thinking on the page.Devs wanting offline/local LLMs for privacy or experimentation.
Strengths
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
  • Clean writing UX — distraction-free
  • +++ prompt triggers AI help
  • Collaboration + AI feedback together
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
Weaknesses
  • Bot-joining model
  • Team features gated
  • Not a general chatbot
  • Answers can be shallow on complex topics
  • Less feature-rich than Google Docs
  • AI ceiling below dedicated tools
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
Kai's verdictS-tier for solo + free. The best free option, hands down.S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.A-tier. Beautiful UX. The writing app I'd pick if I only wrote long-form.S-tier for local inference. If you care about privacy or want to tinker, install this today.
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