Liaison

Liaison is a Brighton, MA business whose own site puts it this way: "Liaison empowers higher education institutions with enrollment management technology, including centralized application services, enrollment marketing, predictive analytics, and CRM." Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on some structured data and basic crawler access. What holds it back is credibility markers like credentials or reviews.

Off the page, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business and nobody is discussing it where AI engines look.

AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI. It does link out to several social profiles, which helps engines tie the brand together.