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TaglineModern data notebook with Magic AI assistant.Kuaishou's video model. The surprise standout.Cognition Labs' autonomous coding engineer.Spreadsheets with AI + live integrations baked in.
CategoryDataVideoAgentsData
PricingFree + $28+/user/moCredit-based, free trial$500/moFree + $19-$89/user/mo
Best forData teams at startups + enterprises.Anyone who wants top-tier video quality for less.Engineering teams offloading tickets. Ops/platform work.Ops teams, marketers, anyone building dashboards from multiple sources.
Strengths
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
  • Very strong motion + physics
  • Often beats Runway on realism
  • Great price
  • Works like an engineer — takes Slack tasks, opens PRs
  • Handles multi-hour engineering work
  • Reports back with what it did
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
Weaknesses
  • Overkill for casual users
  • Enterprise pricing
  • UX is rough for English speakers
  • Queue times
  • Expensive
  • Best for well-scoped tasks
  • Not for solo hobbyists
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
Kai's verdictA-tier for data teams. S-tier if you already live in SQL + Python.A-tier. Rising fast. If you can tolerate the UX, quality per dollar is best-in-class.A-tier for the right use case. Not for solo devs. If you manage engineers, try one license.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.
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