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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
Groq
S
Udio
A
Adobe Firefly
A
TaglineCognition Labs' autonomous coding engineer.The fastest AI inference in the world. Crazy low latency.Suno's main rival. Often better on instrumental nuance.Commercially safe image gen, deeply integrated with Photoshop.
CategoryAgentsDev PlatformAudioImage
Pricing$500/moFree tier + pay-as-you-go APIFree + $10-$30/moFree + included with Creative Cloud
Best forEngineering teams offloading tickets. Ops/platform work.Developers who need sub-100ms LLM responses.Musicians comparing AI outputs. Anyone who didn't click with Suno.Anyone in Creative Cloud. Brands that need copyright clarity.
Strengths
  • Works like an engineer — takes Slack tasks, opens PRs
  • Handles multi-hour engineering work
  • Reports back with what it did
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
  • Strong instrumentals + genre fidelity
  • Extend/remix features
  • Good lyric understanding
  • Trained on licensed content — commercially safe
  • Generative Fill in Photoshop is incredible
  • Native to Adobe ecosystem
Weaknesses
  • Expensive
  • Best for well-scoped tasks
  • Not for solo hobbyists
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
  • Same copyright gray zone as Suno
  • Ecosystem smaller
  • Aesthetic ceiling below Midjourney
  • Tied to Adobe subscription
Kai's verdictA-tier for the right use case. Not for solo devs. If you manage engineers, try one license.S-tier for speed. When latency is the product, start here.A-tier. Genuinely different vibe from Suno — worth trying both for a month.S-tier inside Photoshop (Generative Fill). B-tier standalone.
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