Visual Regression Testing

Pixel-to-pixel comparisons generate thousands of false positives. Mabl uses Visual AI to understand pages like a human.

Dynamic Content Handling

Visual AI ignores dynamic elements (like dates, rotating banners, or shifting data) and focuses on the structural layout.

Machine Learning Baselines

It learns your application's normal behavior over time. If a button shifts 2 pixels, it's ignored. If a button disappears, it's flagged.