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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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ChatGPT Operator
B
Rows
A
Flux (Black Forest Labs)
A
Ollama
S
TaglineOpenAI's browser agent. Clicks and types on websites for you.Spreadsheets with AI + live integrations baked in.Open weights + strong photorealism. The open-source answer.Run LLMs locally. One-line install, GUI optional.
Categoryagentsdataimagedev platform
PricingIncluded with ChatGPT Pro $200/moFree + $19-$89/user/moAPI + open weights (Schnell is Apache 2.0)Free + open source
Best forPower users willing to pay $200/mo for a browser bot.Ops teams, marketers, anyone building dashboards from multiple sources.Developers + power users who want control and privacy.Devs wanting offline/local LLMs for privacy or experimentation.
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
  • Runs locally on a beefy GPU
  • Very photoreal
  • Best open-weight model
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
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
  • Harder to use than hosted tools
  • Needs infra
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
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.A-tier. S-tier if you self-host. The reason open-source image gen matters.S-tier for local inference. If you care about privacy or want to tinker, install this today.
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