Droice Labs

Droice Labs is a private healthcare AI and data infrastructure company focused on converting messy real-world patient data into analysis-ready datasets for biopharma and healthcare customers. Its core commercial platform, Hawk, is a HIPAA/GDPR-compliant AI middleware system designed to ingest and harmonize EHR, claims, lab, and other real-world data sources for clinical trials and evidence generation. The company also promotes SuperLineage, a regulatory-grade data lineage and traceability framework, and Flamingo, an LLM-based medical text understanding capability for multilingual clinical free text. Rather than developing therapeutics, Droice supports drug development, regulatory evidence generation, and reimbursement decision-making through data processing, traceability, and real-world evidence workflows. The company appears to be therapeutic-area agnostic and works across chronic and rare diseases.