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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Perplexity S | NotebookLM S | Windsurf A | Hugging Face S | |
|---|---|---|---|---|
| Tagline | AI search done right. Cited answers, not chat theater. | Google's research notebook. Turns your docs into a podcast. | Codeium's agentic IDE. Cascade agent + strong free tier. | The GitHub of AI. Models, datasets, spaces — all in one. |
| Category | Research | Research | Coding | Dev Platform |
| Pricing | Free + $20/mo Pro | Free | Free + $15/mo Pro | Free + $9-$20/mo + enterprise |
| Best for | Replacing Google for any question where you want a cited answer in seconds. | Students, researchers, anyone with a stack of PDFs or a topic to learn. | Developers who want Cursor-like power for less money. | Any ML/AI developer. Hobbyists exploring open models. |
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| Kai's verdict | S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week. | S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs. | A-tier. Close second to Cursor. If $5/mo matters, start here. | S-tier infrastructure. The one platform every AI dev eventually uses. |
| Link | Open → | Open → | Open → | Open → |