In AI search, the closest thing to a ranking is share of voice, the proportion of relevant answers that cite you versus your competitors. It's measurable, comparative, and actionable.
How to measure it
- 1Define a question set for your category.
- 2Query each model and log who gets cited.
- 3Compute your share vs named competitors.
- 4Repeat on a schedule to see the trend.
How to grow it
- Fix the sources where competitors out-cite you.
- Publish unique data competitors lack.
- Improve extractability and consistency.
- Earn third-party coverage in your gaps.
