Perspectives

For years, generative AI has dazzled the enterprise world, transforming workflows, automating content creation, and personalizing customer experiences at scale. Yet, as we enter 2025, a new paradigm is emerging, Agentic AI.

Every hospital FHIR integration hub is built on one of two patterns, and the choice is largely irreversible once data flows begin in production. The pattern you select in the first four weeks of a project will constrain every architectural decision that follows.

Ambient clinical documentation is a passive voice capture system that converts a clinical encounter into a structured EHR note without physician dictation or manual data entry. The pipeline moves from audio capture through ASR into an LLM that extracts clinical intent, and terminates in an EHR write-back that populates discrete structured fields. The compliance, integration, and governance architecture around that pipeline determines whether the system reaches production.