Manufacturing Engineering Source Guide

"The Manufacturing Engineering Source Guide is the database dedicated to manufacturing engineers, helping them find the products & services they need." That is how Home introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.

On the page itself the strengths are clear: visible credibility markers. It is passable on partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, structured data describing the business and 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 once in our tracking, including ClaudeBot (Anthropic).