The open-source AI Search visibility audit stack I’m building

Most AI Search visibility work becomes vague too early. A team asks, “How do we show up in ChatGPT?” Then the work jumps straight to prompts, dashboards, content ideas, competitor checks, and brand-mention screenshots. Those things can matter. But if the page layer is messy, the rest of the system becomes hard to interpret. A weak citation rate may be a content problem, a crawl problem, a schema problem, an entity problem, or a page that is not represented clearly enough for machines to reuse.