“…There are numerous ways of deriving a stochastic model from the deterministic model: parametric perturbation stochastic model which introduces diffusion coefficient of the specific parameter(s) of interest to be perturbed, while on other hands non-parametric perturbation stochastic model involves adding Brownian processes to each differentia equation and assume that each compartment has uncertainty (Nsengiyumva et al, 2013;N'zi and Kanga, 2016;Miao et al, 2017). Several authors have undertaken various stochastic models for HIV and AIDS including authors such as (Mbogo et al, 2013;Zhang and Zhou, 2019;Fan et al, 2017). However, none of these models have considered stochastic models for HIV and AIDS particular by incorporating viral load detectability in the model, and the stochastic model is derived from deterministic counterpart as considered by Tengaa et al (2020).…”