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This article discusses the use of distribution shift detection techniques in post-market surveillance for medical device manufacturers. The proposed techniques have been shown to be effective and easily implemented, making them a valuable tool for monitoring AI systems. The authors recommend evaluating the approach on historical data in collaboration with a medical AI device manufacturer before implementing it in a live PMS system.