cnpg

cnpg is a business whose own site puts it this way: "Nos missions Connaître Fort de son expertise, le CNPG, reconnu par les pouvoirs publics, met à votre disposition les guides approuvés prévus à l’article 5 de l’arrêté du 23 fevrier 2018 et." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.

On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page, AI engines recognise it as a distinct business. There is some, but not much, sign that the domain is only lightly established. Beyond that, almost no other sites link to it, there is no press coverage to draw on, 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.