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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
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Dev Platform
Data
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Rows
A
Elicit
S
Stable Audio
A
Fathom
S
TaglineSpreadsheets with AI + live integrations baked in.AI research assistant for academic literature.Stability AI's open audio model. Loops + SFX + background.Meeting notes, free forever for individuals.
CategoryDataResearchAudioMeetings
PricingFree + $19-$89/user/moFree + $12-$42/moFree + $12/mo Pro + enterpriseFree for individuals + $15-$29/user/mo teams
Best forOps teams, marketers, anyone building dashboards from multiple sources.Grad students, researchers, anyone doing literature reviews.Game developers, podcasters needing SFX, video creators needing background music.Solo operators, freelancers, small teams on a budget.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • Open-weight model available
  • Great for loops + game audio + SFX
  • Commercial-use clarity
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Academic-only
  • Can hallucinate citations — verify everything
  • Not for full songs with vocals
  • Shorter generation limits
  • Bot-joining model
  • Team features gated
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for academic research. Nothing else comes close for systematic reviews.A-tier for its niche. Different use case than Suno — SFX and loops, not songs.S-tier for solo + free. The best free option, hands down.
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