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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Claude Code S | NeuralSet A | Rows A | Fathom S | |
|---|---|---|---|---|
| Tagline | Anthropic's CLI agent. Opus-powered, operates on your repo directly. | Meta FAIR's open-source Python library that finally bridges the gap between neuroimaging data (fMRI, EEG, spikes) and modern deep learning pipelines. | Spreadsheets with AI + live integrations baked in. | Meeting notes, free forever for individuals. |
| Category | Coding | Research | Data | Meetings |
| Pricing | Part of Claude Pro/Max/Team plans | Free (MIT open source) | Free + $19-$89/user/mo | Free for individuals + $15-$29/user/mo teams |
| Best for | Developers who want an agent, not autocomplete. Large refactors, tests, docs. | Computational neuroscience researchers who want to train deep learning models on brain recordings without building custom data pipelines from scratch. | Ops teams, marketers, anyone building dashboards from multiple sources. | Solo operators, freelancers, small teams on a budget. |
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| Kai's verdict | S-tier if you live in the terminal. Different shape than Cursor — complementary, not replacement. | If you're doing neuro-AI research, this is the plumbing you've been manually building for years — finally done right by the team that actually runs these experiments at scale. Extremely narrow use case, but within that lane it looks genuinely best-in-class. (Verdict pending Phi's full review.) | A-tier. The most interesting spreadsheet in years. Great for ops dashboards. | S-tier for solo + free. The best free option, hands down. |
| Link | Open → | Open → | Open → | Open → |