ToolBuddy

ToolBuddy works in Legal. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

On the page it is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

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 7 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI. There is not much on the page to read either, about 22 words. It does link out to several social profiles, which helps engines tie the brand together.