MMRF

MMRF describes itself simply: "The Multiple Myeloma Research Foundation (MMRF) is the largest nonprofit in the world focused on accelerating a cure for each and every myeloma patient." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data. What holds it back is credibility markers like credentials or reviews.

Away from its own site, other sites link to it, it turns up in press coverage and it comes up on Reddit. 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 and nobody is discussing it where AI engines look.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1998.