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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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A
Hume AI
A
ChatGPT Operator
B
Gemini
A
TaglineSpreadsheets with AI + live integrations baked in.Voice AI that reads + expresses emotion.OpenAI's browser agent. Clicks and types on websites for you.Google's answer. Best integrated with Workspace + free for a lot.
CategoryDataVoiceAgentsChatbots
PricingFree + $19-$89/user/moFree tier + pay-as-you-goIncluded with ChatGPT Pro $200/moFree + $20/mo Advanced (bundled with 2TB Drive)
Best forOps teams, marketers, anyone building dashboards from multiple sources.Therapy apps, customer service, any voice agent where emotion matters.Power users willing to pay $200/mo for a browser bot.Anyone already on Google, research tasks, summarizing long documents.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Detects + mirrors emotional tone
  • EVI (Empathic Voice Interface) feels different
  • Expressive voice output
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Native Google Workspace integration
  • Very long context (1M+)
  • Deep Research feature
  • Free tier is generous
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Niche use case
  • Pricing ramps fast
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Writing quality trails Claude
  • Over-refusals on edge content
  • UI is cluttered
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.A-tier in its niche. The only one that actually gets emotion right.B-tier. Still early. Manus is more flexible for less money.A-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google.
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