Fran Hoy

"Actual rates available to you will depend on many factors including lender, income, credit, location, and property value." That is how Fran Hoy of Chestnut Hill, MA introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

On its own pages the site does well on a clear heading structure and a clearly stated business identity. It is passable on a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business and the technical files AI engines look for, such as llms.txt or an open robots.txt.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together. By its own structured data it is a real estate business.