Medication errors in operating rooms are a persistent patient safety challenge. This article describes training and testing of an AI-enabled wearable camera designed to alert anesthesia providers to medication errors involving a drug vial or syringe. Syringe labels were correctly classified in 98.7% of events, and vials were correctly classified in 99.2%.