Raw Vibe

Raw Vibe is a business whose own site puts it this way: "Me: I’m using mine, but, ya know, you can simply cut the lemon in half and stick a fork in it, twist and squeeze. Mom: That’s great honey, thanks. He-he." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.