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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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Agents
Dev Platform
Data
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ChatGPT Operator
B
Rows
A
Ollama
S
Le Chat (Mistral)
B
TaglineOpenAI's browser agent. Clicks and types on websites for you.Spreadsheets with AI + live integrations baked in.Run LLMs locally. One-line install, GUI optional.French alternative. Fast, European, privacy-focused.
CategoryAgentsDataDev PlatformChatbots
PricingIncluded with ChatGPT Pro $200/moFree + $19-$89/user/moFree + open sourceFree + $15/mo Pro
Best forPower users willing to pay $200/mo for a browser bot.Ops teams, marketers, anyone building dashboards from multiple sources.Devs wanting offline/local LLMs for privacy or experimentation.European users with data residency needs. Fans of open-weight models.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • 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)
  • European data residency
  • Very fast responses
  • Open-weight Mistral models available
  • Good French/European languages
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
  • Smaller capability gap vs frontier models
  • Less polished UX
Kai's verdictB-tier. Still early. Manus is more flexible for less money.A-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.B-tier overall, A-tier if GDPR/data residency matters. Solid backup option.
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