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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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Groq
S
ChatGPT Operator
B
Kling
A
Aider
A
TaglineThe fastest AI inference in the world. Crazy low latency.OpenAI's browser agent. Clicks and types on websites for you.Kuaishou's video model. The surprise standout.Terminal-based AI pair programmer. Git-aware, model-flexible.
CategoryDev PlatformAgentsVideoCoding
PricingFree tier + pay-as-you-go APIIncluded with ChatGPT Pro $200/moCredit-based, free trialFree (open source) + whatever API you use
Best forDevelopers who need sub-100ms LLM responses.Power users willing to pay $200/mo for a browser bot.Anyone who wants top-tier video quality for less.Developers who want open-source tooling with full control.
Strengths
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Very strong motion + physics
  • Often beats Runway on realism
  • Great price
  • Works in any terminal
  • Auto-commits changes with meaningful messages
  • Works with any model (Claude, GPT, local)
  • Minimal learning curve
Weaknesses
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • UX is rough for English speakers
  • Queue times
  • Terminal-only
  • Less agentic than Claude Code
  • Setup on Windows is fiddly
Kai's verdictS-tier for speed. When latency is the product, start here.B-tier. Still early. Manus is more flexible for less money.A-tier. Rising fast. If you can tolerate the UX, quality per dollar is best-in-class.A-tier. The right answer if you want open-source + terminal-native + model-agnostic.
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