Law enforcement agencies consider artificial intelligence a force multiplier because it can rapidly process more data than human brains and yield insights to help solve complex analytical problems. Our limited understanding of how AI algorithms make decisions and produce their insights, however, presents a significant challenge to ethically and safely implementing AI policing solutions.