Patrick Kearney for MA State Representative

"I’m proud of my record working for local businesses, protecting our coastline from erosion and overdevelopment, and supporting transparency." That is how Patrick Kearney for MA State Representative introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.

On the page itself the strengths are clear: a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.

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 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.