Audi

Audi is a business whose own site puts it this way: "Explore the full lineup of Audi Sport, SUVs, sedans, e-tron models & more. Build your own, search inventory and explore current special offers." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and a few credibility markers. What holds it back is structured data describing the business.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 10 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI. It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1909.