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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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Groq
S
Rows
A
ChatGPT Operator
B
TaglineThe fastest AI inference in the world. Crazy low latency.Spreadsheets with AI + live integrations baked in.OpenAI's browser agent. Clicks and types on websites for you.
Categorydev platformdataagents
PricingFree tier + pay-as-you-go APIFree + $19-$89/user/moIncluded with ChatGPT Pro $200/mo
Best forDevelopers who need sub-100ms LLM responses.Ops teams, marketers, anyone building dashboards from multiple sources.Power users willing to pay $200/mo for a browser bot.
Strengths
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
Weaknesses
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
Kai's verdictS-tier for speed. When latency is the product, start here.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.B-tier. Still early. Manus is more flexible for less money.
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