In the medical field, particularly in histology, the stakes are high. Misdiagnoses can lead to improper treatment plans and severe consequences for patients. Therefore, it's essential for AI systems to be transparent. By making AI decisions explainable, pathologists can understand the reasoning behind a diagnosis, verify its accuracy, and confidently integrate AI findings with their clinical expertise.