Duke Bear

Duke Bear is a Richmond Hill, ON business whose own site puts it this way: "Duke Bear is a software and AI consulting partner for AI/ML development, startup consulting, practical automation, modern applications, data workflows, and reliable delivery." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

On its own pages the site does well on a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a few credibility markers and partial sitemap and link coverage. 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.