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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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MagicSchool
S
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Sora
A
TaglineSpreadsheets with AI + live integrations baked in.AI platform built for teachers. Lesson plans + IEPs + admin.Modern data notebook with Magic AI assistant.OpenAI's video model. Long clips, cinematic quality.
CategoryDataEducationDataVideo
PricingFree + $19-$89/user/moFree + $100/yr Plus + school plansFree + $28+/user/moIncluded with ChatGPT Plus/Pro
Best forOps teams, marketers, anyone building dashboards from multiple sources.Teachers prepping materials. School districts.Data teams at startups + enterprises.ChatGPT subscribers experimenting with cinematic shots.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • 60+ teacher-specific tools
  • Generous free tier
  • FERPA + COPPA compliant for schools
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
  • Up to 20-sec clips at 1080p
  • Strong physics + scene composition
  • Storyboard feature for longer narratives
  • Remix existing videos
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Teacher-only focus
  • Less useful for students
  • Overkill for casual users
  • Enterprise pricing
  • Stricter content policy than competitors
  • Hit-or-miss on complex motion
  • Text-in-video still struggles
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for teachers. If you teach K-12, start here this week.A-tier for data teams. S-tier if you already live in SQL + Python.A-tier. Amazing when it works, frustrating when it doesn't. Runway still more reliable for pros.
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