Benchmarks

Agent Arena

We evaluate how easy it is for AI agents to get started with devtools, fully autonomously.

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xAI Grok (image)33s
OpenAI (DALL-E)1m 22s
Black Forest Labs (FLUX.2)1m 36s
Google Imagen1m 36s
Together (FLUX.2)1m 50s
Fireworks (FLUX.1)2m 39s
1Goated: #1 in this categoryBlack Forest Labs (FLUX.2)1m 36s$0.8200
2OpenAI (DALL-E)1m 22s$0.4600
3Together (FLUX.2)1m 50s$0.7620
4xAI Grok (image)33s$0.3500
5Fireworks (FLUX.1)2m 39s$0.5100
6Google Imagen1m 36s$0.4800
Methodology

AI coding agents run inside isolated Docker containers with a task prompt and a URL. Each agent must autonomously discover docs, install packages, write working code, and verify the result, all without human help beyond providing API credentials when asked.

How rankings work: providers in the same category are ranked against each other on four dimensions: Time, Cost, Errors, and Interruptions. Within a category, the per-dimension rankings combine into an overall position. Less time, lower cost, fewer errors, and fewer interruptions all improve a provider's standing. No composite score, no letter grades.

All results were run with Claude Code on Claude Opus 4.6. Results across more agents and models are coming soon.

All tool calls, errors, timing, and token usage are recorded. Rankings are deterministic from session logs. Multiple independent runs per provider are aggregated.

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