Protoneo

Protoneo is a Scarborough business whose own site puts it this way: "Discover Protoneo, specialists in etched nameplates, locomotive detailing, and custom O gauge models in the United Kingdom." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.

There is not much on the page to read either, about 49 words.