The Planning Collaborative

The Planning Collaborative is a business whose own site puts it this way: "This type of analysis looks at the impacts of the proposed land use change or development in relation to existing or anticipated uses in close proximity to the project site." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.

On its own pages the site does well on visible credibility markers. It is passable on a workable page structure, a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business.

Off the page, other 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).