Columbia Engineering Group

Columbia Engineering Group is a business whose own site puts it this way: "Columbia Engineering Group offers full-service engineering in mechanical, electrical, civil, structural, and fire protection for various industries nationwide." Its AI visibility score is 5.4 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 a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.

Off the page, AI engines recognise it as a distinct business. There is some, but not much, sign that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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.

It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2020.