A live instrument that audits any B2B manufacturer page for the structure ChatGPT, Perplexity, Claude and Google AI Overviews actually use to cite a brand, then returns a prioritized fix list by impact and effort. It fetches the page, its robots.txt, llms.txt and sitemap server-side and scores 13 real signals. Nothing is mocked.