Score any website for AI design patterns
Deterministic CSS checks catch AI design patterns when ML classifiers would overcomplicate it.

AI navigates your site like a user — UserTesting alternative with audit trails.
Product designers, UX researchers, product managers
UserTesting · Hotjar · FullStory
Provide a URL, Set a challenge("Find pricing and subscribe") then AI navigates in real-time, just like a user. We then generate a UX insights report: Interactions, time-on-task, drop-off, etc.
Here is an example of simulation Playback on A VibeBank Prototype: https://app.appvelocity.io/vibe/simulation/8321db67-883b-445...
And an example report: https://appvelocity-io.pmailroute.net/x/d?c=50527836&l=694a7...
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What's cool about this is that it gives you some quantitive data to act upon in improving the UX of product journeys. If anyone shares some early Vibes, I'll run Vibe Check on your behalf and share some insights.
Deterministic CSS checks catch AI design patterns when ML classifiers would overcomplicate it.
Real-time multi-model design race, but Coolors and Design Arena already compare LLM outputs.
No-login security scans emailed to you beats forcing signup for quick checks.
Yet another AI app directory when Product Hunt and existing platforms already do this.
Physical VR exhibit for kids is a cool concept, but this is just a design school report.
Detects AI design slop with CSS checks, not LLM vision.