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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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Hex
A
ChatGPT Operator
B
Khanmigo
S
Sora
A
TaglineModern data notebook with Magic AI assistant.OpenAI's browser agent. Clicks and types on websites for you.Khan Academy's AI tutor. Socratic method, built for learning.OpenAI's video model. Long clips, cinematic quality.
CategoryDataAgentsEducationVideo
PricingFree + $28+/user/moIncluded with ChatGPT Pro $200/mo$4/mo (free for teachers)Included with ChatGPT Plus/Pro
Best forData teams at startups + enterprises.Power users willing to pay $200/mo for a browser bot.Students K-12. Parents helping with homework. Teachers prepping lessons.ChatGPT subscribers experimenting with cinematic shots.
Strengths
  • SQL + Python + no-code in one notebook
  • Magic AI writes queries + viz for you
  • Team-grade collaboration
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Socratic — doesn't give answers, asks questions
  • Trusted by schools + parents
  • Integrated with Khan Academy curriculum
  • Up to 20-sec clips at 1080p
  • Strong physics + scene composition
  • Storyboard feature for longer narratives
  • Remix existing videos
Weaknesses
  • Overkill for casual users
  • Enterprise pricing
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • K-12 focus (not deep for adults)
  • Slower than general chatbots
  • Stricter content policy than competitors
  • Hit-or-miss on complex motion
  • Text-in-video still struggles
Kai's verdictA-tier for data teams. S-tier if you already live in SQL + Python.B-tier. Still early. Manus is more flexible for less money.S-tier for kids learning. The tutoring UX is legit — not a generic chatbot dressed up.A-tier. Amazing when it works, frustrating when it doesn't. Runway still more reliable for pros.
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