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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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Research
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Image
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Devin
A
Groq
S
Elicit
S
Adobe Firefly
A
TaglineCognition Labs' autonomous coding engineer.The fastest AI inference in the world. Crazy low latency.AI research assistant for academic literature.Commercially safe image gen, deeply integrated with Photoshop.
CategoryAgentsDev PlatformResearchImage
Pricing$500/moFree tier + pay-as-you-go APIFree + $12-$42/moFree + included with Creative Cloud
Best forEngineering teams offloading tickets. Ops/platform work.Developers who need sub-100ms LLM responses.Grad students, researchers, anyone doing literature reviews.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
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • 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
  • Academic-only
  • Can hallucinate citations — verify everything
  • 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.S-tier for academic research. Nothing else comes close for systematic reviews.S-tier inside Photoshop (Generative Fill). B-tier standalone.
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