I develop a challenge to reductive views of knowing that
$ \phi $ that appeal to what I call a gradable property. Such appeal allows for properties that are intrinsically very similar to the property of knowing that
$ \phi $, but differ significantly in their normative significance. This violates the independently plausible claim Pautz (2017) labels the ‘small difference principle.’