AI-Assisted Visual QA for Figma AEM Workflows

Visual QA is one of those activities everyone agrees is important…right up until it becomes the bottleneck. A page looks “basically right,” you’re under deadline, and that last review pass turns into a game of spot the difference: margin tweaks, heading sizes, tiny spacing inconsistencies that are easy to miss and painful to repeat across dozens (or hundreds) of pages. In a recent Quito Lambda talk at Stack Builders, our team explored a practical approach to reducing manual visual QA time using AI-assisted development and pixel-based visual comparison: pulling a baseline from Figma, capturing the “about to go live” view from Adobe Experience Manager (AEM), and generating a visual diff report that shows exactly where the UI diverges. Stack Builders works extensively with AEM and is an official Adobe Experience Manager partner, so this kind of workflow is directly aligned with the kind of enterprise-grade content operations we help teams modernize. The Pain: Manual Visual QA Doesn’t Scal