Internal review
Each model or feature change is reviewed by our product team across a wide set of sample photos and user inputs to check that the AI appearance tests behave consistently.
Background-aware testing
We sample test photos across a wide range of appearances so background-aware personalization stays useful for the people who opt in to share that information.
Beta and staged rollouts
Bigger changes are first rolled out to a small group of opted-in users. We watch feedback and usage signals before expanding to everyone.
Continuous improvement
Looksera is updated regularly. Suggestions, scores, and previews may change as the underlying models improve.