The free positive multiplicative Brownian motion \((h_t)_{t\ge 0}\) is the large N limit in non-commutative distribution of matrix geometric Brownian motion. One key property of \((h_t)_{t\ge 0}\) is the fact that the corresponding spectral distributions \((\nu _t)_{t\ge 0}\) form a semigroup with respect to free multiplicative convolution. In recent work by M. Voit and the present author, it was shown that \(\nu _t\) can be expressed by the pushforward measure of a free additive convolution of the semicircle and the uniform semicircle distribution on an interval under the exponential map. In this paper, we provide a new proof of this result by calculating the moments of the free additive convolution of semicircle and uniform distributions on intervals. As a by-product, we also obtain new integral formulas for \(\nu _t\) which generalize the corresponding known moment formulas involving Laguerre polynomials.