Guides
AI visibility, explained for dealers
How AI assistants decide which car dealer to recommend
What ChatGPT, Perplexity and Google's AI read before they name a dealership, and what a store can do about it.
DraftWhy your vehicle pages need to work without JavaScript
Many AI crawlers read the HTML a page sends and nothing more. If your VIN and price arrive later, they may never see them.
Draftllms.txt, MCP and structured data: what each actually does for a dealership
Three terms that come up in every AI visibility conversation, explained plainly, with what each one does and doesn't do.
DraftHow to measure AI visibility without guessing
Estimated "AI traffic" numbers are guesses. Here's what can actually be measured, and how we do it.
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