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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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S
Gemini
A
Ollama
S
Hex
A
TaglineAI search done right. Cited answers, not chat theater.Google's answer. Best integrated with Workspace + free for a lot.Run LLMs locally. One-line install, GUI optional.Modern data notebook with Magic AI assistant.
CategoryResearchChatbotsDev PlatformData
PricingFree + $20/mo ProFree + $20/mo Advanced (bundled with 2TB Drive)Free + open sourceFree + $28+/user/mo
Best forReplacing Google for any question where you want a cited answer in seconds.Anyone already on Google, research tasks, summarizing long documents.Devs wanting offline/local LLMs for privacy or experimentation.Data teams at startups + enterprises.
Strengths
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
  • Native Google Workspace integration
  • Very long context (1M+)
  • Deep Research feature
  • Free tier is generous
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
Weaknesses
  • Not a general chatbot
  • Answers can be shallow on complex topics
  • Writing quality trails Claude
  • Over-refusals on edge content
  • UI is cluttered
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
  • Overkill for casual users
  • Enterprise pricing
Kai's verdictS-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.A-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google.S-tier for local inference. If you care about privacy or want to tinker, install this today.A-tier for data teams. S-tier if you already live in SQL + Python.
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