Paradigm

Paradigm describes itself simply: "Search, discover, and access academic books, journals, and conference proceedings. Reference-global.com - your gateway to trusted scholarly knowledge." Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.

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

Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage and people discuss it in places AI engines read. Beyond that, it does not come up on Reddit.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).