Let $\mathcal{C}$ denote the family of all coherent distributions on the unit square $[0,1]^2$, i.e. all those probability measures $μ$ for which there exists a random vector $(X,Y)\sim μ$, a pair $(\mathcal{G},\mathcal{H})$ of $σ$-fields and an event $E$ such that $X=\mathbb{P}(E|\mathcal{G})$, $Y=\mathbb{P}(E|\mathcal{H})$ almost surely. In this paper we examine the set $\mathrm{ext}(\mathcal{C})$ of extreme points of $\mathcal{C}$ and provide its general characterisation. Moreover, we establish several structural properties of finitely-supported elements of $\mathrm{ext}(\mathcal{C})$. We apply these results to obtain the asymptotic sharp bound $$\lim_{α\to \infty} α\cdot \Big(\sup_{(X,Y)\in \mathcal{C}}\mathbb{E}|X-Y|^α\Big) = \frac{2}{e}.$$