The case for AI audits is often pitched as "speed," but speed is only the surface. The real return shows up in three places.
1. Cycle time
What took an analyst a week now takes minutes, so decisions happen inside the same selling period.
2. Cost per data point
Image recognition collapses the marginal cost of measurement, making it affordable to audit every visit instead of a sample.
3. Decision quality
Objective, consistent data removes the bias of manual counting — and consistent inputs make every downstream model better.