How Concurrence Governs Clinical AI at a Trillion-Token Scale with Unity Gateway
Databricks, Wednesday, September 23rd, 2026
Healthcare AI company Concurrence uses Databricks Unity Gateway to govern roughly 1.2 trillion tokens a year of clinical agent traffic.
Concurrence, which builds clinical AI agents for patient- and provider-facing workflows including AI clinicians, nurses, and ambient documentation, describes consolidating its infrastructure on Databricks.
The company processes about 100.8 billion input tokens and 11.2 million LLM calls every 30 days, an annualized run rate of roughly 1.2 trillion input tokens, up about 5x since late 2025. It uses Lakebase for operational agent and conversation state, Unity Catalog to govern data and AI assets, and Unity Gateway for centralized AI access and security.
To handle conflicting patient data across systems, Concurrence records new information as immutable events and preserves provenance in what it calls its world model.