Manas Choudhary Portfolio

"Manas Choudhary is an AI Systems Engineer building production AI agent infrastructure at Atlan, researching LLM bias mitigation at IIT Roorkee, and contributing to Google DeepMind open." That is how Manas Choudhary Portfolio introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

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.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.