Thanawit Suwannikom — Data Scientist

Thanawit Suwannikom Data Scientist describes itself simply: "View Projects Experience Background About Me I'm a data scientist and machine learning engineer passionate about building intelligent systems that connect data to real-world impact." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

On the page itself the strengths are clear: a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, 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. Those are earned elsewhere on the web, not fixed on the site itself.