Sperm cells are a crucial piece of evidence for solving sexual crimes and are usually detected by microscopy. The smart scanning solution by MetaSystems automates the search for sperm cells in forensic specimens. An advanced algorithm based on a Deep Neural Network (DNN) brings the advantages of artificial intelligence (AI) to forensic microscopy. Automation of microscopic imaging can contribute to shorten turnaround times in specimen examination.