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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
Ollama
S
Rows
A
Bolt.new (StackBlitz)
A
TaglineOpenAI's browser agent. Clicks and types on websites for you.Run LLMs locally. One-line install, GUI optional.Spreadsheets with AI + live integrations baked in.Prompt to deployed full-stack app in the browser.
CategoryAgentsDev PlatformDataCoding
PricingIncluded with ChatGPT Pro $200/moFree + open sourceFree + $19-$89/user/moFree + $20-$200/mo
Best forPower users willing to pay $200/mo for a browser bot.Devs wanting offline/local LLMs for privacy or experimentation.Ops teams, marketers, anyone building dashboards from multiple sources.PMs, founders, non-devs shipping MVPs.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Full-stack generation + live preview
  • Deploy to Netlify in one click
  • Works in-browser — no install
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Quality ceiling for complex apps
  • Can get into loops for non-trivial bugs
Kai's verdictB-tier. Still early. Manus is more flexible for less money.S-tier for local inference. If you care about privacy or want to tinker, install this today.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.A-tier. Best for fast prototypes. Competitive with Lovable — try both.
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