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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
Groq
S
Ollama
S
Rows
A
TaglineOpenAI's browser agent. Clicks and types on websites for you.The fastest AI inference in the world. Crazy low latency.Run LLMs locally. One-line install, GUI optional.Spreadsheets with AI + live integrations baked in.
CategoryAgentsDev PlatformDev PlatformData
PricingIncluded with ChatGPT Pro $200/moFree tier + pay-as-you-go APIFree + open sourceFree + $19-$89/user/mo
Best forPower users willing to pay $200/mo for a browser bot.Developers who need sub-100ms LLM responses.Devs wanting offline/local LLMs for privacy or experimentation.Ops teams, marketers, anyone building dashboards from multiple sources.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • 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
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
Kai's verdictB-tier. Still early. Manus is more flexible for less money.S-tier for speed. When latency is the product, start here.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.
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