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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
Claude Agent SDK
S
Perplexity
S
TaglineSpreadsheets with AI + live integrations baked in.OpenAI's browser agent. Clicks and types on websites for you.Anthropic's SDK for building your own agents on Claude.AI search done right. Cited answers, not chat theater.
CategoryDataAgentsAgentsResearch
PricingFree + $19-$89/user/moIncluded with ChatGPT Pro $200/moAPI usage + SDK is freeFree + $20/mo Pro
Best forOps teams, marketers, anyone building dashboards from multiple sources.Power users willing to pay $200/mo for a browser bot.Developers building custom agents for their own company/product.Replacing Google for any question where you want a cited answer in seconds.
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
  • Production-grade agent primitives
  • Built on Claude (best reasoning)
  • Full control — build exactly what you need
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
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
  • Developer-only
  • You build the UI
  • Not a general chatbot
  • Answers can be shallow on complex topics
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 builders. The right primitives. What Kai is built on under the hood.S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.
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