Debjani Roy — Portfolio

Debjani Roy Portfolio describes itself simply: "Customer-focused and detail-oriented, with a proven record of guiding diverse teams to accurate, timely results." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.

On its own pages the site does well on a clear heading structure. It is passable on a few credibility markers 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, almost no other sites link to it, 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.