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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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Devin
A
Hex
A
ChatGPT Operator
B
Luma Dream Machine
A
TaglineCognition Labs' autonomous coding engineer.Modern data notebook with Magic AI assistant.OpenAI's browser agent. Clicks and types on websites for you.Smooth, cinematic motion. Image-to-video specialist.
Categoryagentsdataagentsvideo
Pricing$500/moFree + $28+/user/moIncluded with ChatGPT Pro $200/moFree + $10-$500/mo
Best forEngineering teams offloading tickets. Ops/platform work.Data teams at startups + enterprises.Power users willing to pay $200/mo for a browser bot.Photographers animating stills, cinematic b-roll.
Strengths
  • Works like an engineer — takes Slack tasks, opens PRs
  • Handles multi-hour engineering work
  • Reports back with what it did
  • 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
  • Best image-to-video in the category
  • Great camera motion control
  • Ray 2 model produces striking shots
Weaknesses
  • Expensive
  • Best for well-scoped tasks
  • Not for solo hobbyists
  • Overkill for casual users
  • Enterprise pricing
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Prompt fidelity below Runway
  • Queue times on free tier
Kai's verdictA-tier for the right use case. Not for solo devs. If you manage engineers, try one license.A-tier for data teams. S-tier if you already live in SQL + Python.B-tier. Still early. Manus is more flexible for less money.A-tier. Best for cinematic image-to-video. Pair with Runway for coverage.
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