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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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smol-audio A | Perplexity S | Cursor S | |
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| Tagline | A free, open collection of Colab notebooks that makes fine-tuning Whisper, Parakeet, Voxtral, Granite Speech, and Audio Flamingo 3 actually approachable on commodity GPUs. | AI search done right. Cited answers, not chat theater. | VS Code fork that made AI coding actually work. |
| Category | Audio | Research | Coding |
| Pricing | Free (open-source, Apache 2.0) | Free + $20/mo Pro | Free + $20/mo Pro + $40/mo Business |
| Best for | ML engineers and audio researchers who want reproducible, low-friction recipes for fine-tuning open-source speech models on custom domains without standing up their own GPU infra. | Replacing Google for any question where you want a cited answer in seconds. | Developers. Non-developers who want to ship working code. |
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| Kai's verdict | If you've ever rage-quit trying to fine-tune Whisper on a niche language or domain, smol-audio is the cookbook you wished existed — transparent, practical, and actually runs on free Colab. It's a practitioner's toolkit, not a product, but that's exactly what makes it useful. (Verdict pending Phi's full review.) | S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week. | S-tier for coding. If you write code of any kind, this pays back the $20 in a day. |
| Link | Open → | Open → | Open → |