Why AI Won’t Recommend Your VDP: The Three-Layer GEO Fix
Most dealer VDPs are invisible to AI search - not because of missing content, but because of broken architecture. We break down the three sequential layers every vehicle detail page must satisfy to earn citations from ChatGPT, Google AI Overviews, Perplexity and other LLMs: machine trust, comprehension, and recommendation confidence.

