AI citation readiness is a simple question with awkward consequences:
If an answer engine tries to describe your SaaS product, can it find enough public evidence to do that accurately?
We recently crawled 50 public B2B SaaS websites at Convertos.ai and scored a small set of observable signals. The goal was not to rank products. We did not look at revenue, market share, customer quality, or whether ChatGPT actually mentioned each brand in a live answer.
We looked at something more basic: whether the public site gives crawlers and answer systems enough material to retrieve, identify, verify, and compare the brand.
That distinction matters because a lot of "AI visibility" advice quickly turns into a directory-submission checklist. Directories can help, but they rarely answer the buyer questions that make or break whether a brand is cited in a useful answer:
