Answer
False.
Work Step by Step
Take the parabola $y=x^2$, which is concave up. The rate of change of the parabola becomes more positive for all positive $x$ and less negative for all negative $x$. However, there is a minimum point at $x=0$, not a maximum point. This disproves the statement.
