This study assessed the neuroprotective potential of empagliflozin (EMPA) as antidiabetic drug on glucose metabolism, comparing it to rivastigmine (RIVA) as standard treatment for Alzheimer's disease (AD), and their combination. Male rats were sorted into five groups. Group I served as the control, while groups II, III, IV, and V received the scopolamine plus heavy metal mixture for AD induction. Groups III and IV were administered RIVA and EMPA, respectively, and group V received both treatments. Cognitive function was evaluated behaviorally. Subsequently, glucose levels, acetylcholinesterase, oxidative stress, and inflammatory markers were assessed. Alongside the brain histopathological changes, the expression of phosphorylated tau protein was assessed. Moreover, glycolytic enzymes and glucose transporters were assessed using PCR analysis. The findings were attributed to a notable suppressive impact of EMPA on lipid peroxidation, acetylcholinesterase, glucose levels, phosphorylated tau protein, pro‐inflammatory cytokines, and neuropathological changes, while enhancing antioxidant and interleukin‐10 levels. It also improves glucose metabolism. The findings suggest that EMPA may be a viable candidate for future therapeutic exploration in AD, which has a multifaceted mechanism of action encompassing anti‐neuroinflammation, antioxidant stress, and enhanced glucose metabolism, as well as decreased acetylcholinesterase activity and phosphorylated tau protein levels. Interestingly, combined treatment showed a superior effect than EMPA alone.