MD2 Biosciences Inc

md2bio, based in San Diego, CA, describes itself simply: "We are pursuing product candidates with a strong scientific rationale to address a high unmet need in oncology and an opportunity to develop best-in-class or first-in-class programs." Its AI visibility score is 5.4 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 crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is sitemaps and entity links AI can follow and credibility markers like credentials or reviews.

Off the page, other sites link to it. Beyond that, the domain does not yet read as established, 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.

The business dates to 2015.