Young Driver Factbase

Young Driver Factbase describes itself simply: "The policy environment for young drivers is a sensitive and sometimes heated, media-driven one in which the evidence about interventions being considered can take a back-seat to headlines." Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a workable page structure and partial sitemap and link coverage. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page, other sites link to it and it turns up in press coverage. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

It does link out to several social profiles, which helps engines tie the brand together.