Ryan Marr, Real Estate Agent and Director of Product Management in Toronto

"Ryan is a Toronto based Realtor, Director of Product Management, sometimes Photographer, Yachtsman, and renovator." That is how Ryan Marr, Real Estate Agent and Director of Product Management in Toronto introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

On the page itself the strengths are clear: a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 118 words. It does link out to several social profiles, which helps engines tie the brand together.