Age-related cognitive decline, characterized by memory loss, attention deficits, and reduced executive function, remains a major public health challenge, with limited pharmaceutical interventions offering symptomatic relief. Phytochemicals, bioactive compounds derived from plants, have emerged as promising neuroprotective agents due to their antioxidant, anti-inflammatory, and neurogenic properties. This review explores the role of phytochemicals in mitigating cognitive deterioration through in vitro, in vivo, and clinical studies. Key compounds such as flavonoids, curcumin, resveratrol, and Ginkgo biloba derived compounds including; Ginkgolic Acids, terpenoids (Ginkgolides and Bilobalide), have demonstrated potential in reducing oxidative stress, modulating neuroinflammation, enhancing mitochondrial function, and improving neurotransmitter balance. However, challenges such as bioavailability, dose optimization, and clinical translation hinder their widespread adoption. Advances in delivery technologies, including nanoencapsulation and liposomal formulations, may enhance their therapeutic efficacy. Additionally, integrative strategies combining phytochemical-rich diets with lifestyle interventions, such as the Mediterranean and MIND diets, present a holistic approach to cognitive health. While preliminary findings are promising, further large-scale clinical trials are needed to validate the efficacy of phytochemicals in preventing and treating age-related cognitive decline. Understanding their mechanisms and overcoming translational barriers will facilitate their integration into mainstream healthcare as sustainable, natural alternatives to pharmacological treatments. By leveraging the neuroprotective potential of phytochemicals, future interventions could provide accessible and effective solutions for promoting brain health in aging populations.