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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
Groq
S
ChatGPT Operator
B
Hex
A
TaglineSpreadsheets with AI + live integrations baked in.The fastest AI inference in the world. Crazy low latency.OpenAI's browser agent. Clicks and types on websites for you.Modern data notebook with Magic AI assistant.
CategoryDataDev PlatformAgentsData
PricingFree + $19-$89/user/moFree tier + pay-as-you-go APIIncluded with ChatGPT Pro $200/moFree + $28+/user/mo
Best forOps teams, marketers, anyone building dashboards from multiple sources.Developers who need sub-100ms LLM responses.Power users willing to pay $200/mo for a browser bot.Data teams at startups + enterprises.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Overkill for casual users
  • Enterprise pricing
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for speed. When latency is the product, start here.B-tier. Still early. Manus is more flexible for less money.A-tier for data teams. S-tier if you already live in SQL + Python.
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