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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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Coding
Image
Video
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Audio
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Agents
Dev Platform
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Devin
A
Luma Dream Machine
A
Rows
A
NotebookLM
S
TaglineCognition Labs' autonomous coding engineer.Smooth, cinematic motion. Image-to-video specialist.Spreadsheets with AI + live integrations baked in.Google's research notebook. Turns your docs into a podcast.
CategoryAgentsVideoDataResearch
Pricing$500/moFree + $10-$500/moFree + $19-$89/user/moFree
Best forEngineering teams offloading tickets. Ops/platform work.Photographers animating stills, cinematic b-roll.Ops teams, marketers, anyone building dashboards from multiple sources.Students, researchers, anyone with a stack of PDFs or a topic to learn.
Strengths
  • Works like an engineer — takes Slack tasks, opens PRs
  • Handles multi-hour engineering work
  • Reports back with what it did
  • Best image-to-video in the category
  • Great camera motion control
  • Ray 2 model produces striking shots
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Upload anything, ask questions, get cited answers
  • Audio Overview turns docs into a 10-min podcast
  • Great for studying
Weaknesses
  • Expensive
  • Best for well-scoped tasks
  • Not for solo hobbyists
  • Prompt fidelity below Runway
  • Queue times on free tier
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Google-only
  • Can be slow on large corpora
Kai's verdictA-tier for the right use case. Not for solo devs. If you manage engineers, try one license.A-tier. Best for cinematic image-to-video. Pair with Runway for coverage.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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