AI engines reason over entities, not keywords. This 7-step audit compares your content to a Wikidata or Google Knowledge Graph snapshot to find the entities you are missing.
AI citation rates swing day to day, so naive before-and-after tests mislead. Here is a 6-step statistical framework for sample size, control groups and significance.
We A/B tested two identical UK pages, one with FAQPage and Article schema, one without, across 30 buyer-intent prompts on ChatGPT browsing mode. The schema variant was cited 2.35x more often. Full ablation data.