Paul Martin

Paul Martin is a business whose own site puts it this way: "I am a PhD student in the Language Technology Lab at the University of Cambridge, focusing on Modular and Efficient Deep Learning for NLP under supervision by Ivan Vulić and Edoardo Ponti." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.

On the page it is passable on a workable page structure. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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 site links to no social profiles, so there is nothing tying the brand to a wider presence.