In the present study, we have designed and developed a sustained-release tablet formulation of Venlafaxine Hydrochloride. The optimized formulation was then subjected to various evaluation parameters. The formulation of venlafaxine hydrochloride sustained release tablets with a dosage of 500 mg included the utilization of several hydrophilic polymers, including jackfruit mucilage, HPMC K4, and PVPK30, as release retardants. This was done to extend the duration of drug release to 12 hours. The formulation features, including pre-compression and post-compression investigations, were conducted individually according to established protocols. The tablets were determined to be compliant in terms of weight uniformity, hardness, thickness, diameter, friability, and drug content. Separate in-vitro dissolution studies were done for both tablets. The venlafaxine hydrochloride SR formulation F18 was optimized to provide the desired release profile for up to 12 hours. The Venlafaxine Hydrochloride SR formulation was optimized and exhibited zero-order release kinetics. The stability studies conducted under accelerated conditions at a temperature of 40 ± 2°C and a relative humidity of 75 ± 5% yielded good results. The study indicated that the sustained release administration of Venlafaxine HCl is potentially efficacious. It reduces the frequency at which the patient has to take medication and improves patient adherence. Our objective is to conduct in-vivo pharmacokinetic studies of the formulation to verify the drug’s entry into the systemic circulation.