Wikidata

Wikidata is a business whose own site puts it this way: "Introduction • Project Chat • Community Portal • Help Want to help translate?." Measured against the twelve signals AI engines rely on, it scores 7.2 out of 10, a strong showing.

On the page 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 credibility markers like credentials or reviews and structured data describing the business.

Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).