This post explores ambiguities, disagreements and unknowns that inhabit evaluation processes and products. It shows how uncertainty can hide inside stories that look clearer than they are, and offers practical ways to design and report evaluations that surface the uncertainty and support better decisions. Like a lot of monsters, this one is actually pretty friendly and helpful when you bring it into the light.