AI model benchmark

Live

Give AI models the same brief, then see the pages they actually built.

A public benchmark for how AI models do at building interactive web pages. Every model gets the same brief; each page is opened in a real browser and scored, with its time, token count and cost. You can open every page exactly as the model wrote it.

VisualForge Bench homepage: 'Same brief. Different models. See what they built.', beside thumbnails of pages built by five models with their scores.
Product screen / checked 2026-10-02

A benchmark score tells you which model did better, but not what it actually built. The page itself, mistakes included, says far more.

Same brief for every modelReal browser scoringRanked boardEvery page viewable
02 / How I approached it

The decisions that shaped it.

  1. 01

    Give every model the same brief and show each page exactly as the model wrote it.

  2. 02

    Open every page in a real browser before scoring it, so the score reflects what actually runs.

  3. 03

    Keep the prompts and scoring criteria private, and show a fingerprint of each prompt so you can tell when two runs had the same brief.

03 / What's inside

What had to work together.

  • Test runner for hosted and local models
  • Browser rendering and scoring
  • Ranked board, with score against tokens and time
  • Public run pages and video pages
04 / Guardrails

Where the AI stops, and what happens when it is wrong.

  1. 01

    Pages written by the models run in a sandbox, apart from the rest of the site

  2. 02

    Estimates are marked as estimates, and figures that were not measured are left blank

  3. 03

    A run goes public only when I update the website, never automatically

05 / Where it stands

What you can check today.

  • Live at visualforgebench.com
  • Every page viewable exactly as each model wrote it
  • Scores downloadable as a CSV file

Status: Live. I do not claim users, customers or performance numbers unless they are written here.

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