Anyone Using VisualTest AI on Dynamic UIs?

Hey everyone,

I've been testing out SmartBear’s VisualTest AI for a web app with a pretty dynamic UI—lots of shifting content, frequent updates, and responsive design elements. It’s been tricky getting consistent visual test results without a ton of false positives.

I came across a machine learning tutorial that mentioned how AI models can adapt to visual changes better than traditional pixel-by-pixel testing, which made me curious about how well VisualTest handles that in real life.

So here’s my question: Has anyone here used VisualTest AI in a similar setup? How does it hold up with dynamic layouts or frequent UI changes? Also open to any tips on reducing false positives or improving test accuracy. Would love to hear what’s worked (or hasn’t) for others!

Thanks!