The Roman Galactic Bulge Time Domain Survey (GBTDS) will soon begin detecting bound and free-floating exoplanets using the microlensing method. These exoplanets will occupy a novel region of stellar and planetary parameter space compared to past transit missions such as Kepler and TESS, as well as number well beyond the yields of ground-based microlensing surveys such as OGLE, MOA, and KMTNet. In order to properly interpret the GBTDS microlensing exoplanet yield, we must calculate the completeness and reliability of the survey. I will discuss the mechanics of how we aim to compute the expected false negative and false positive rates, prospects for false alarms, and the utility of per-target detection efficiency versus population-wide detection efficiency. Finally, I will speculate wildly on what is required to place Roman microlensing exoplanet demographics on even footing with Kepler transiting exoplanet demographics.