In this chapter, the author argues that the ill-grounded explanations agents sincerely offer for their choices have the potential for epistemic innocence. Such explanations are not based on evidence about the causes of the agents’ behaviour and typically turn out to be inaccurate. That is because agents tend to underestimate the role of priming effects, implicit biases, and basic emotional reactions in their decision making. However, offering explanations for their choices, even when the explanations are ill-grounded, enables them to share information about their choices with peers, facilitating peer feedback and self-reflection. Moreover, by providing plausible explanations for their behaviour—rather than acknowledging the influence of factors that cannot be easily controlled—agents preserve a sense of themselves as competent and largely coherent decision makers, which can improve their decision making.