Industrial Refrigeration Pros

Industrial Refrigeration Pros, based in Dallas, TX, describes itself simply: "IR Pros designs, builds and services industrial refrigeration systems including CO2, Ammonia and Freon systems." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt.

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 2 times in our tracking, including ClaudeBot (Anthropic).