Background Alzheimer's disease (AD) is a progressive neurodegenerative disorder, which subdues over 55 million people and finding a cure, still remains disenchanting. Indian medicinal herbs notably, Withania somnifera, Bacopa monnieri, Curcuma longa, and Clitoria ternatea are traditionally utilized for their memory-enhancing properties. Objective We computationally investigated the therapeutic potential of four nootropic herbs by uncovering the molecular mechanisms underlying their treatment for AD. Methods Cheminformatics, pharmacokinetics, and system pharmacology studies were carried out to predict the phytocompounds drug-like properties, protein targets, targets functional association and enrichment analysis. A comparative study was performed with phytocompounds and FDA-approved drugs. Investigation on the expression of protein targets in the hippocampus and entorhinal cortex of the AD brain was performed. Network was constructed to depict the interaction between phytocompounds, drugs, and molecular targets. Results Through comparative analysis, we found that the phytocompounds shared common targets with both FDA drugs and drugs under clinical trials. We identified potential active compounds notably, Withaferin A, Withanolide-D, Withanolide-E, Withanolide-G, and Humulene epoxide II, that can combat AD. Interestingly, the enzyme inhibition scores of the identified drugs were much higher than FDA-approved drugs. In addition, regulatory proteins such as AβPP, acetylcholinesterase, BACE1, and PTPN1 were the targets of 8, 16, 9, and 22 phytocompounds, respectively. Nonetheless, AR and CYP19A, were the primary targets of most phytocompounds. Conclusions Herbal medicines can synergistically stimulate multiple protein targets, rendering a holistic and integrative treatment, encouraging a promising avenue to treat AD.