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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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ChatGPT Operator
B
Hex
A
Groq
S
Bolt.new (StackBlitz)
A
TaglineOpenAI's browser agent. Clicks and types on websites for you.Modern data notebook with Magic AI assistant.The fastest AI inference in the world. Crazy low latency.Prompt to deployed full-stack app in the browser.
CategoryAgentsDataDev PlatformCoding
PricingIncluded with ChatGPT Pro $200/moFree + $28+/user/moFree tier + pay-as-you-go APIFree + $20-$200/mo
Best forPower users willing to pay $200/mo for a browser bot.Data teams at startups + enterprises.Developers who need sub-100ms LLM responses.PMs, founders, non-devs shipping MVPs.
Strengths
  • 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
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Full-stack generation + live preview
  • Deploy to Netlify in one click
  • Works in-browser — no install
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Overkill for casual users
  • Enterprise pricing
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Quality ceiling for complex apps
  • Can get into loops for non-trivial bugs
Kai's verdictB-tier. Still early. Manus is more flexible for less money.A-tier for data teams. S-tier if you already live in SQL + Python.S-tier for speed. When latency is the product, start here.A-tier. Best for fast prototypes. Competitive with Lovable — try both.
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