A matrix reverse Cauchy–Schwarz inequality

The matrix geometric mean is concave. We complete this important fact with a reverse result. This follows from an interesting non-commutative extension of a classical reverse Cauchy–Schwarz inequality (Cassel, 1951). Our investigation also leads to state a reverse result to von-Neuman’s trace inequality.