AI is making all kinds of important decisions for us these days, but how far can we trust it? Or rather, what kind of trust is appropriate to bring to AI? The inner workings of "black box" AI are inscrutable even to its creators, so if transparency and explainability are essential to the development of trust, then we could be in trouble. It all depends on how we think about trust.