THERAPHA is a patented patient facing clinical decision support system for comprehensive musculoskeletal triage and differential diagnoses over an AI enabled platform. The tool utilizes a series of empathetically drafted clinically relevant questions to emulate a thorough one-on-one interaction between a patient and a musculoskeletal expert. The chatbot simulates the incident that led to seek care, enabling the patient to draw a ‘digital twin' with their true complaints and concerns. Since the digital twin represents the patients themselves, Therapha’s knowledge repository identifies the best possible match and presents the inference to the treating clinician even before their in-person visit. Using the power of AI, Therapha detects hidden patterns and effectively performs a differential diagnosis, triages spine pathologies and automates the subjective portion of clinical documentation in a narrative format. The tool has efficiently incorporated guideline or criterion specific recommendations with the deliverables falling within the clinical workflow. The inferences are in fact similar to a nutrition label, which simply explains how the tool derived its conclusion and will further satisfy the much concerned explainability of the tool.