Exponential Random Intensity Gives Geometric Counts

A latent intensity $\Lambda$ is $\mathrm{Exponential}(\beta)$ with rate $\beta$. Conditional on $\Lambda$, the count $N$ is $\mathrm{Poisson}(\Lambda)$. Use MGFs to identify the unconditional law of $N$, and compute $E[N]$.