While working on an automotive project, I realized just how much I’ve improved at off-page Generative Engine Optimization (GEO). Honestly, I’m pretty proud of myself!
Being found vs being chosen is a sharp way to put it. For client work I keep wondering how much of GEO is genuinely new technique versus just good structured content finally paying off. What has actually moved the needle most for your own brand's AI visibility?
Testing UI Raptor on a real project.
Checking spacing, exploring layers, and finding the little things that need fixing.
Still plenty to polish, but it’s getting there.