
Retail AI
Personalization Without a Privacy Debt
Retail personalization is stronger when consent, relevance and data minimization are product decisions rather than compliance patches.

More customer data does not automatically produce more relevant experiences. Unclear collection and retention can create cost, distrust and operational complexity.
Optimize for useful context
Use the minimum context required for the decision, make preference controls understandable and measure negative signals.

