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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Gemini A | Hugging Face S | Perplexity S | NotebookLM S | |
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| Tagline | Google's answer. Best integrated with Workspace + free for a lot. | The GitHub of AI. Models, datasets, spaces — all in one. | AI search done right. Cited answers, not chat theater. | Google's research notebook. Turns your docs into a podcast. |
| Category | Chatbots | Dev Platform | Research | Research |
| Pricing | Free + $20/mo Advanced (bundled with 2TB Drive) | Free + $9-$20/mo + enterprise | Free + $20/mo Pro | Free |
| Best for | Anyone already on Google, research tasks, summarizing long documents. | Any ML/AI developer. Hobbyists exploring open models. | 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. |
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| Kai's verdict | A-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google. | S-tier infrastructure. The one platform every AI dev eventually uses. | 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. |
| Link | Open → | Open → | Open → | Open → |