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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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Julius
S
Fathom
S
Fireflies
A
TaglineChat with your data. Upload a CSV, ask questions, get charts.Meeting notes, free forever for individuals.Sales-focused meeting AI with CRM integration.
CategoryDataMeetingsMeetings
PricingFree + $20-$65/moFree for individuals + $15-$29/user/mo teamsFree + $10-$19/user/mo
Best forAnalysts, founders, anyone with a spreadsheet + a question.Solo operators, freelancers, small teams on a budget.Sales teams, customer success, anyone running many discovery calls.
Strengths
  • Handles complex CSVs + spreadsheets
  • Generates real Python analysis + charts
  • No technical setup
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Good CRM integrations (Salesforce, HubSpot)
  • Talk-time + sentiment analytics
  • Call scoring
Weaknesses
  • File size limits
  • Can hallucinate on messy data
  • Bot-joining model
  • Team features gated
  • Bot-joins (intrusive)
  • Gets expensive at team scale
Kai's verdictS-tier for ad-hoc analysis. Makes you feel like a data scientist in 30 seconds.S-tier for solo + free. The best free option, hands down.A-tier for sales teams. B-tier for solo users.
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