  Let $\mathcal{C}$ denote the family of all coherent distributions on the unit
square $[0,1]^2$, i.e. all those probability measures $\mu$ for which there
exists a random vector $(X,Y)\sim \mu$, a pair $(\mathcal{G},\mathcal{H})$ of
$\sigma$-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 $$\lim_{\alpha \to \infty}
\alpha\cdot \Big(\sup_{(X,Y)\in \mathcal{C}}\mathbb{E}|X-Y|^{\alpha}\Big) =
\frac{2}{e}.$$
