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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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Rows
A
ChatGPT Operator
B
Groq
S
Claude Agent SDK
S
TaglineSpreadsheets with AI + live integrations baked in.OpenAI's browser agent. Clicks and types on websites for you.The fastest AI inference in the world. Crazy low latency.Anthropic's SDK for building your own agents on Claude.
CategoryDataAgentsDev PlatformAgents
PricingFree + $19-$89/user/moIncluded with ChatGPT Pro $200/moFree tier + pay-as-you-go APIAPI usage + SDK is free
Best forOps teams, marketers, anyone building dashboards from multiple sources.Power users willing to pay $200/mo for a browser bot.Developers who need sub-100ms LLM responses.Developers building custom agents for their own company/product.
Strengths
  • 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
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Production-grade agent primitives
  • Built on Claude (best reasoning)
  • Full control — build exactly what you need
Weaknesses
  • 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
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Developer-only
  • You build the UI
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.B-tier. Still early. Manus is more flexible for less money.S-tier for speed. When latency is the product, start here.S-tier for builders. The right primitives. What Kai is built on under the hood.
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