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TaglineModern data notebook with Magic AI assistant.AI project management with agents for each team.VS Code fork that made AI coding actually work.The fastest AI inference in the world. Crazy low latency.
CategoryDataProductivityCodingDev Platform
PricingFree + $28+/user/moFree + $8-$20/user/moFree + $20/mo Pro + $40/mo BusinessFree tier + pay-as-you-go API
Best forData teams at startups + enterprises.Small teams wanting AI baked into project management.Developers. Non-developers who want to ship working code.Developers who need sub-100ms LLM responses.
Strengths
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
  • Custom AI agents per project
  • Doc + tasks + kanban in one
  • Affordable for teams
  • Tab completion feels like mind-reading
  • Composer for multi-file edits
  • Runs Claude, GPT, Gemini — you pick
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
Weaknesses
  • Overkill for casual users
  • Enterprise pricing
  • Feature sprawl
  • AI agents need tuning to be useful
  • Can feel overwhelming for non-coders
  • Expensive at scale
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
Kai's verdictA-tier for data teams. S-tier if you already live in SQL + Python.B-tier. Solid product but crowded market. Try it if Notion AI feels too generic.S-tier for coding. If you write code of any kind, this pays back the $20 in a day.S-tier for speed. When latency is the product, start here.
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