Web Things Considered

Web Things Considered describes itself simply: "This is something that I have done hundreds of times in Ruby and Python, where parsing JSON consists of deserializing into a Hash (Ruby) or Dictionary (Python) on the fly without defining a." Its AI visibility score is 5.4 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 crawler access and the files AI engines look for. It is passable on a workable page structure, a partly stated business identity 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. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. 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).