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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Elicit S | Devin A | NotebookLM S | |
|---|---|---|---|
| Tagline | AI research assistant for academic literature. | Cognition Labs' autonomous coding engineer. | Google's research notebook. Turns your docs into a podcast. |
| Category | Research | Agents | Research |
| Pricing | Free + $12-$42/mo | $500/mo | Free |
| Best for | Grad students, researchers, anyone doing literature reviews. | Engineering teams offloading tickets. Ops/platform work. | Students, researchers, anyone with a stack of PDFs or a topic to learn. |
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| Kai's verdict | S-tier for academic research. Nothing else comes close for systematic reviews. | A-tier for the right use case. Not for solo devs. If you manage engineers, try one license. | S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs. |
| Link | Open → | Open → | Open → |