MDNA Solutions

MDNA Solutions is a business whose own site puts it this way: "MDNA is Evolving Our eLearning Experience Is Getting Even Better Our website is currently undergoing scheduled maintenance.We’re working hard to improve your eLearning experience." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.

The page falls short on the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, 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.

There is not much on the page to read either, about 24 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2020.