This review explores how AI enables intelligent control and operation in solar battery energy storage systems (BESS), focusing on model performance, deployment constraints, and future research opportunities. This comprehensive review examines current state of the art AI applications. Artificial Intelligence (AI) is a rapidly evolving technology that allows machines to learn from data, adapt to new inputs, and perform tasks that would normally require human intelligence to accomplish. Key use cases include energy forecasting, predictive maintenance.