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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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Rows
A
Ollama
S
NotebookLM
S
DeepSeek
S
TaglineSpreadsheets with AI + live integrations baked in.Run LLMs locally. One-line install, GUI optional.Google's research notebook. Turns your docs into a podcast.Chinese open-weight powerhouse. Crazy cheap, genuinely smart.
CategoryDataDev PlatformResearchChatbots
PricingFree + $19-$89/user/moFree + open sourceFreeFree web + ultra-cheap API (~$0.14/M input tokens)
Best forOps teams, marketers, anyone building dashboards from multiple sources.Devs wanting offline/local LLMs for privacy or experimentation.Students, researchers, anyone with a stack of PDFs or a topic to learn.Developers + cost-conscious builders. Anyone fine with self-hosting.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
  • Upload anything, ask questions, get cited answers
  • Audio Overview turns docs into a 10-min podcast
  • Great for studying
  • Open weights you can self-host
  • Strong reasoning + math
  • Near-free API pricing
  • DeepSeek-V3 / R1 are serious models
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
  • Google-only
  • Can be slow on large corpora
  • Data goes to servers in China — privacy concerns for business use
  • Chinese policy filters
  • English polish trails Western models
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for local inference. If you care about privacy or want to tinker, install this today.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.S-tier for price/performance. A-tier for consumer use. If you build apps, this is the budget pick.
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