Mitchell Willmarth

Mitchell Willmarth is a business whose own site puts it this way: "Frank GehryAspiring Architect and urban designer seeking to join an established firm and learn the trade." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.

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

Off the page, almost no other sites link to it, the domain does not yet read as established, 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.