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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
OpenRouter
S
NotebookLM
S
TaglineOpenAI's browser agent. Clicks and types on websites for you.One API, every model. Pay-as-you-go, no subscriptions.Google's research notebook. Turns your docs into a podcast.
Categoryagentsdev platformresearch
PricingIncluded with ChatGPT Pro $200/moPay per token — model-dependentFree
Best forPower users willing to pay $200/mo for a browser bot.Developers experimenting across models. Apps that want fallback logic.Students, researchers, anyone with a stack of PDFs or a topic to learn.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • 300+ models from one endpoint
  • Automatic fallbacks between providers
  • No subscription — just pay what you use
  • Upload anything, ask questions, get cited answers
  • Audio Overview turns docs into a 10-min podcast
  • Great for studying
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Slight markup over direct API
  • Some provider features not exposed
  • Google-only
  • Can be slow on large corpora
Kai's verdictB-tier. Still early. Manus is more flexible for less money.S-tier for model-shopping. I use this for every prototype before committing.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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