Use Cases in Healthcare & Pharmaceutical

Transforming Healthcare & Pharma with Quantum-Inspired Intelligence

Automated Medical Claims Auditing:

Detect billing anomalies, overcharges, or fraudulent claims across millions of patient records and treatment combinations using optimization and graph logic.

Medical Image Clasification:

Detect rare or unusual diagnostic cases in radiology or pathology workflows by modeling image metadata, review sequences, or annotation behaviors.

Hospital and Pharmaceutical Resource Optimization:

Allocate ICU beds, schedule surgeries, or assign medical staff optimally under high pressure, especially during peak demand periods.

Diagnostic AI Monitoring:

Ensure your AI-based diagnostic systems remain reliable and accurate over time. Quantum-inspired optimization detects model drift, unusual outputs, and hidden bias in real time.

Patient Risk Scoring and Stratification:

Prioritize patients based on risk of readmission, complications, or disease progression by modeling multidimensional clinical data with QUBO logic.