liquid MBA

liquid MBA describes itself simply: "Don’t leave your MBA admissions to chance! Receive application advice based on insights from discussions with 100+ MBA students and alumni, in-depth school specific advice, and access to a." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.

On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a few credibility markers. What holds it back is a clearly stated business identity 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.

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