As the urgency to combat climate change grows, the role of Carbon Capture, Utilisation, and Storage (CCUS) in mitigating greenhouse gas emissions becomes increasingly pivotal for a more sustainable oil/gas industry. However, the entrapment of CO2 in depleted reservoirs faces a significant challenge-caprock integrity failure leading to CO2 leakages into surrounding aquifers. Previous studies have predominantly focused on CO2 storage modelling, neglecting optimisation strategies to reduce leakage risks and how such optimisation may impact storage performance. Consequently, limited knowledge exists on controlling injection constraints to optimise storage in the presence of these risks. This study centres on coupling flow-geomechanic simulation with proxy modelling to optimise CO2 storage and minimise leakage. A comprehensive workflow was devised by integrating flow-geomechanic simulation into the sensitivity analysis, employing CMG GEM and CMOST packages. The Barton-Bandis model was utilised to simulate caprock integrity failure during injection. Unlike a modelling approach that is inadequate for injection optimisation under leakage risk, the coupled geomodelling and optimisation approach not only enables CO2 leakage modelling but also serves as a powerful tool for optimising storage efficiency while mitigating the risks of caprock integrity failure and CO2 leakage