Building AI on medical data means the model isn't the only thing that has to pass review. The pipeline feeding it does too. HIPAA compliant AI describes systems where every step, from data intake to annotation to storage, follows the access controls and audit trails HIPAA requires. A labeling program for medical imaging that skips this doesn't get deployed, no matter how accurate the resulting model turns out to be.