Where Food Comes From

Where Food Comes From is a business whose own site puts it this way: "Where Food Comes From, Inc., is an independent, third-party food verification company. We care about how it’s grown and raised, what farmers and ranchers do, and authentically telling that." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.

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

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.

AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.