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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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Agents
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Chatbots
Image
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Dev Platform
Data
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ChatGPT Operator
B
Replicate
S
Claude Agent SDK
S
Groq
S
TaglineOpenAI's browser agent. Clicks and types on websites for you.Run any open-source AI model with an API call.Anthropic's SDK for building your own agents on Claude.The fastest AI inference in the world. Crazy low latency.
CategoryAgentsDev PlatformAgentsDev Platform
PricingIncluded with ChatGPT Pro $200/moPay per second of computeAPI usage + SDK is freeFree tier + pay-as-you-go API
Best forPower users willing to pay $200/mo for a browser bot.Developers using open-source models (Flux, SDXL, Whisper, etc).Developers building custom agents for their own company/product.Developers who need sub-100ms LLM responses.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
  • Production-grade agent primitives
  • Built on Claude (best reasoning)
  • Full control — build exactly what you need
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Cold starts on less-popular models
  • Pricing gets real at scale
  • Developer-only
  • You build the UI
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
Kai's verdictB-tier. Still early. Manus is more flexible for less money.S-tier for open-source model APIs. The default in this space.S-tier for builders. The right primitives. What Kai is built on under the hood.S-tier for speed. When latency is the product, start here.
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