Ben Grawi

Ben Grawi is a business whose own site puts it this way: "From database schemas, to application logic, to the front-end, that's me." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

On the page it is passable on a workable page structure. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Away from its own site, people discuss it in places AI engines read. There is some, but not much, sign 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 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 149 words.