Output Loop Bench · Artifacts

Web page: AI models compared

One self-contained HTML page from a standard brief. 31 models tested on the same 2 tasks.

Electrician website with quote form

Trades are our first outreach. A strict palette, set sections and a working form show which models follow real art direction instead of falling back on a template.

Electrician website with quote form: all 30 results

ModelMakerTimeTokens
muse-spark-1.3-mediumMeta18.4s25,829
nemotron-3-nano-4bNVIDIA33.3s3,783
composer-2.5Cursor34.4s26,228
kimi-k3-maxMoonshot (Kimi)55.6s29,393
gemma-4-26b-a4b-qatGoogle57.2s7,219

Local business landing page

Everyday small-business work: a one-page site for a local shop. The brief has exact facts, so you can see whether a model sticks to them, and the page shows design, layout and phone support at a glance.

Local business landing page: all 25 results

ModelMakerTimeTokens
gpt-6-astra ★ Output Loop's pickOpenAI87.6s17,836
muse-spark-1.3-mediumMeta11.0s22,059
nemotron-3-nano-4bNVIDIA12.5s1,463
grok-4.7-build-fastxAI13.0s18,915
composer-2.5Cursor14.7s21,893

Open Web page in the interactive Bench