CollBar

CollBar, based in Columbia, Missouri, describes itself simply: "Search 1,932 Illinois teacher collective bargaining agreements from 865 districts. Ask about any clause and see which districts have it, with the exact contract language, sourced to public." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.

On its own pages the site does well on a clear heading structure, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is structured data describing the business.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.