OBJECTIVE: To evaluate the therapeutic potential of a novel vegetable oil blend containing natural bioactive compounds for the treatment of cervical carcinoma through in silico molecular docking analysis. METHODS: Natural compounds were extracted from cold-pressed pumpkin oil (Curcubita maxima), horsetail oil (Equisetum arvense), and etheric clove oil (Syzygium aromaticum). Major phytochemicals quercetin 3-O-glucoside, γ-tocopherol, apigenin 5-O-glucoside, β-caryophyllene, kaempferol 3-O-glycoside, and EGCG were identified and standardized via HPLC. Molecular docking was performed using 1-Click Docking software to assess binding affinities against cervical carcinoma-associated targets (p16INK4a, Ki-67, VEGF, CEA, MMP-9, TP53, and pRb). Docking scores were expressed as Gibbs free energy (ΔG, Kcal/mol). Comparative analyses were conducted versus conventional agents (Paclitaxel, Pembrolizumab, Temsirolimus). AI-assisted optimization using ChatGPT-4o integrated molecular interaction data from over 10,000 peer-reviewed studies. RESULTS: Apigenin 5-O-glucoside showed the strongest interaction with MMP-9 (-11.6 Kcal/mol) and CEA (-9.4 Kcal/mol). Quercetin 3-O-glucoside exhibited high affinity for TP53 (-8.1 Kcal/mol), Ki-67 (-9.1 Kcal/mol), and VEGF (-8.7 Kcal/mol). Natural compounds consistently outperformed standard chemotherapeutics, e.g., Paclitaxel with p16INK4a (-5.4 Kcal/mol) vs. apigenin 5-O-glucoside (-8.9 Kcal/mol). These results suggest robust multi-targeted anticancer potential, including inhibition of proliferation, angiogenesis, and metastasis, along with apoptosis induction. CONCLUSION: Natural compounds derived from a novel vegetable oil blend demonstrate promising molecular interactions with key biomarkers of cervical carcinoma. These findings support their potential role as effective therapeutic agents and warrant further in vitro and in vivo validation.