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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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Fireflies
A
Elicit
S
Rows
A
Le Chat (Mistral)
B
TaglineSales-focused meeting AI with CRM integration.AI research assistant for academic literature.Spreadsheets with AI + live integrations baked in.French alternative. Fast, European, privacy-focused.
CategoryMeetingsResearchDataChatbots
PricingFree + $10-$19/user/moFree + $12-$42/moFree + $19-$89/user/moFree + $15/mo Pro
Best forSales teams, customer success, anyone running many discovery calls.Grad students, researchers, anyone doing literature reviews.Ops teams, marketers, anyone building dashboards from multiple sources.European users with data residency needs. Fans of open-weight models.
Strengths
  • Good CRM integrations (Salesforce, HubSpot)
  • Talk-time + sentiment analytics
  • Call scoring
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • European data residency
  • Very fast responses
  • Open-weight Mistral models available
  • Good French/European languages
Weaknesses
  • Bot-joins (intrusive)
  • Gets expensive at team scale
  • Academic-only
  • Can hallucinate citations — verify everything
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Smaller capability gap vs frontier models
  • Less polished UX
Kai's verdictA-tier for sales teams. B-tier for solo users.S-tier for academic research. Nothing else comes close for systematic reviews.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.B-tier overall, A-tier if GDPR/data residency matters. Solid backup option.
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