AI Visibility
Product Rendering Analysis: Why It's Not Enough to Be Mentioned in AI Answers
Being mentioned in an AI shopping answer is not the same as being rendered well. Brands that track citations without checking product card quality are measuring the wrong metric. AI product rendering analysis reveals whether your products appear with full cards or buried links.