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.Pick tools (4 selected)
coding
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marketing
Manus S | GitHub Copilot B | Rows A | NotebookLM S | |
|---|---|---|---|---|
| Tagline | Autonomous AI agent that actually finishes tasks. | Microsoft/GitHub's autocomplete. Deep VS Code + JetBrains integration. | Spreadsheets with AI + live integrations baked in. | Google's research notebook. Turns your docs into a podcast. |
| Category | agents | coding | data | research |
| Pricing | Free tier + $39-$199/mo | Free (limited) + $10/mo Pro + $19/mo Business | Free + $19-$89/user/mo | Free |
| Best for | People who want to hand off tasks entirely — trip planning, research, spreadsheet building. | Teams with GitHub already. Devs who don't want to change IDEs. | Ops teams, marketers, anyone building dashboards from multiple sources. | Students, researchers, anyone with a stack of PDFs or a topic to learn. |
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| Kai's verdict | S-tier in the agent category. The first one I'd give to a non-technical friend. | B-tier. Solid for autocomplete but the category moved past it. Pick Cursor unless you can't. | A-tier. The most interesting spreadsheet in years. Great for ops dashboards. | S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs. |
| Link | Open → | Open → | Open → | Open → |