oncology research, guidelines, and real-world data to help clinicians compare regimens on efficacy, toxicity, and practical considerations. The platform supports shared decision-making by summarizing complex evidence into clinician- and patient-friendly reports. Integration with existing clinical workflows and tumor boards enables more consistent evidence-based treatment planning. Vitae Evidence focuses on improving personalization of care, reducing time spent on manual literature review, and making transparent the data and assumptions behind each recommendation.