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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
Replicate
S
Gemini
A
Descript
S
TaglineCognition Labs' autonomous coding engineer.Run any open-source AI model with an API call.Google's answer. Best integrated with Workspace + free for a lot.Edit video + podcasts by editing the transcript.
Categoryagentsdev platformchatvideo
Pricing$500/moPay per second of computeFree + $20/mo Advanced (bundled with 2TB Drive)Free + $16-$50/mo
Best forEngineering teams offloading tickets. Ops/platform work.Developers using open-source models (Flux, SDXL, Whisper, etc).Anyone already on Google, research tasks, summarizing long documents.Podcasters, course creators, anyone editing talking-head content.
Strengths
  • Works like an engineer — takes Slack tasks, opens PRs
  • Handles multi-hour engineering work
  • Reports back with what it did
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
  • Native Google Workspace integration
  • Very long context (1M+)
  • Deep Research feature
  • Free tier is generous
  • Edit audio/video by deleting text
  • Overdub (voice clone) for fixes
  • Strong collaboration + remote recording
Weaknesses
  • Expensive
  • Best for well-scoped tasks
  • Not for solo hobbyists
  • Cold starts on less-popular models
  • Pricing gets real at scale
  • Writing quality trails Claude
  • Over-refusals on edge content
  • UI is cluttered
  • Not a traditional NLE — some workflows awkward
  • Overdub ethics require care
Kai's verdictA-tier for the right use case. Not for solo devs. If you manage engineers, try one license.S-tier for open-source model APIs. The default in this space.A-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google.S-tier for content creators. Cuts editing time in half. Non-obvious but life-changing.
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