K8IQY Manhattan Madness

K8IQY Manhattan Madness, based in Fenton, MI, describes itself simply: "K8IQY's Manhattan Madness Project Page (And Other Interesting Stuff) This web site is a repository for information developed during the design, construction, and testing of ham radio." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.

The page falls short on a heading structure that lays out what it offers, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a clearly stated business identity, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

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). The site links to no social profiles, so there is nothing tying the brand to a wider presence.