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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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research
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Perplexity
S
Replicate
S
Windsurf
A
ChatGPT Operator
B
TaglineAI search done right. Cited answers, not chat theater.Run any open-source AI model with an API call.Codeium's agentic IDE. Cascade agent + strong free tier.OpenAI's browser agent. Clicks and types on websites for you.
Categoryresearchdev platformcodingagents
PricingFree + $20/mo ProPay per second of computeFree + $15/mo ProIncluded with ChatGPT Pro $200/mo
Best forReplacing Google for any question where you want a cited answer in seconds.Developers using open-source models (Flux, SDXL, Whisper, etc).Developers who want Cursor-like power for less money.Power users willing to pay $200/mo for a browser bot.
Strengths
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
  • Cheaper than Cursor
  • Cascade agent for multi-file tasks
  • Solid free tier
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
Weaknesses
  • Not a general chatbot
  • Answers can be shallow on complex topics
  • Cold starts on less-popular models
  • Pricing gets real at scale
  • Smaller community
  • Model selection more limited
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
Kai's verdictS-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.S-tier for open-source model APIs. The default in this space.A-tier. Close second to Cursor. If $5/mo matters, start here.B-tier. Still early. Manus is more flexible for less money.
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