Heavy Fish Design (the docs) — Heavy Fish Design documentation

Heavy Fish Design (the docs) Heavy Fish Design documentation is a business whose own site puts it this way: "Heavy Fish Design is a JSON-like language for designing and layout of parts for laser cutters or CNC routers." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page, other sites link to it and people discuss it in places AI engines read. 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 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.