Compare AI tools
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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NotebookLM S | Sora A | ChatGPT Operator B | HeyGen S | |
|---|---|---|---|---|
| Tagline | Google's research notebook. Turns your docs into a podcast. | OpenAI's video model. Long clips, cinematic quality. | OpenAI's browser agent. Clicks and types on websites for you. | AI avatar videos. Record once, speak any language. |
| Category | Research | Video | Agents | Video |
| Pricing | Free | Included with ChatGPT Plus/Pro | Included with ChatGPT Pro $200/mo | Free + $24-$65/mo |
| Best for | Students, researchers, anyone with a stack of PDFs or a topic to learn. | ChatGPT subscribers experimenting with cinematic shots. | Power users willing to pay $200/mo for a browser bot. | Course creators, multilingual marketers, anyone scaling video content. |
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| Kai's verdict | S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs. | A-tier. Amazing when it works, frustrating when it doesn't. Runway still more reliable for pros. | B-tier. Still early. Manus is more flexible for less money. | S-tier for multilingual video. If you sell courses or speak at events, this is a cheat code. |
| Link | Open → | Open → | Open → | Open → |