A human-centered approach to enterprise AI

    These products are shaped by two decades of work at the intersection of engineering, ethics, and operations.

    A four-panel portrait grid of Taposh Dutta Roy with different expressions on slate, amber, teal, and violet backgrounds

    AI Products Built for Impact

    Digital Twins & AI

    Agent-based hospital simulation that models bed flow, staffing, and capacity in real time. Used to stress-test decisions before they reach patients.

    USPTOPatents Filed
    View on Research →

    Mobile App for Hospital Operations

    An iPhone command-center app deployed across 40+ hospitals, giving leaders real-time visibility into patient flow, staffing, and crisis response.

    Diabetic Retinopathy Detector

    AI-powered screening from retinal fundus images to detect and classify diabetic retinopathy, enabling early intervention at the point of care.

    DLMedical Imaging
    Explore Research →

    What-If Tool for Any Data

    An interactive scenario engine that lets teams simulate changes and compare outcomes on any dataset—no engineering required.

    Model Management

    End-to-end governance for production AI models: versioning, monitoring, validation, and lifecycle control across thousands of deployments.

    3,000+Models Governed
    Learn More →