
Establish your AI visibility baseline
Build an agreed set of category, product and comparison questions. Record the engine, date, market, answer, mentions and cited URLs. Repeat the sample to understand variability.
- Category questions: what shoppers need
- Comparison questions: how products differ
- Product questions: fit, use and suitability











