Linear Dreams

"Our clients include publicly-traded and privately-held biotech companies, a not-for-profit research foundation, contract research organisations as well as international investors seeking to." That is how Linear Dreams introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 out of 10.

On its own pages the site does well on visible credibility markers. It is passable on a workable page structure and partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.

Off the page there is only faint evidence that only a handful of 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The business dates to 2011.