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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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Galileo AI
B
ChatGPT Operator
B
Perplexity
S
Groq
S
TaglinePrompt to UI design. Figma-ready outputs.OpenAI's browser agent. Clicks and types on websites for you.AI search done right. Cited answers, not chat theater.The fastest AI inference in the world. Crazy low latency.
CategoryDesignAgentsResearchDev Platform
PricingFree trial + paid plansIncluded with ChatGPT Pro $200/moFree + $20/mo ProFree tier + pay-as-you-go API
Best forDesigners brainstorming first drafts.Power users willing to pay $200/mo for a browser bot.Replacing Google for any question where you want a cited answer in seconds.Developers who need sub-100ms LLM responses.
Strengths
  • Prompt-to-UI with real layouts
  • Exports to Figma
  • Faster than hand-designing from scratch
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Sources every claim
  • Fast, current answers
  • Pro Search runs multi-step research
  • Spaces for persistent context
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
Weaknesses
  • Output needs designer polish
  • Pricing unclear / changes often
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Not a general chatbot
  • Answers can be shallow on complex topics
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
Kai's verdictB-tier. Useful for first drafts. v0 is the better bet for shipping code.B-tier. Still early. Manus is more flexible for less money.S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.S-tier for speed. When latency is the product, start here.
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