Kelli Marshall

Kelli Marshall describes itself simply: "Kelli Marshall is a public speaker, tour guide, and educator who helps visitors and residents discover Chicago through film." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.

On the page it is passable on basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page, 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. 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). There is not much on the page to read either, about 94 words. It does link out to several social profiles, which helps engines tie the brand together.