u/Cressyda29

I’m a principal UX designer working mostly on enterprise workflows and AI-assisted tooling.

One thing I kept running into was how repetitive early UX reviews can become — especially when reviewing operational interfaces, onboarding flows, dashboards, or internal tools.

So I started building a small side project for myself that analyses screenshots/workflows and generates structured UX audits using AI.

The interesting part for me wasn’t just “find usability issues”, but trying to make the output feel more like:

• workflow critique
• cognitive load analysis
• operational friction review
• prioritised recommendations
• interaction confidence issues

rather than generic AI feedback.

It’s still early, but it’s live now:
https://friction-finder.com/

Would genuinely love feedback from people doing UX/product work:

• Is this useful?
• What feels too generic?
• What kinds of audits would actually help your workflow?
• Where does AI completely fail at critique?

Happy to share more about how I built it too if people are interested.