LLM-based early sepsis prediction and clinical decision-support for clinicians and health systems, delivering 3–5× fewer false alarms and ~60% PPV at ~70% sensitivity (effective PPV >80% with early infection detection). Bundled software suite with automated quality-measure abstraction, full differential-diagnosis output, and tools for quality reporting, clinical documentation improvement, and reimbursement.