Note that the union of $K\cap H$ with its reflection is a convex set. Therefore, its surface $\Sigma$ is an Alexandrov space. Your space is a quotient $\Sigma/\mathbb{Z}_2$ by isometric involution. Therefore, it is an Alexandrov space as well.
(There is a closely related problem Convex hat, page 21 in my PIGTIKAL.)