AMBIENT SCRIBE
ENCOUNTER +
HISTORY
Encounter transcripts + patient history retrieved in real time. Hybrid keyword + vector against chart data. Agent memory per encounter.
· hybrid keyword + vector
· in-session retrieval
· per-encounter audit
CLINICAL DECISION
GUIDELINE +
POLICY
Retrieval at the order-entry moment. Latency inside EHR round-trip budget. Per-specialty RBAC.
PATIENT PORTAL
PATIENT-
SCOPED
Patient-scoped agent retrieves from their own chart + approved KB. Session-isolated memory. Time-decay for recency.
RESEARCHER RAG
PUBMED +
INTERNAL
PubMed mirror + internal corpus · hybrid retrieval for literature review. De-identified workspace. Re-embed on corpus refresh.
IMAGING
RADIOLOGY
SIMILARITY
Radiology-image embeddings stored alongside metadata. Hybrid: keyword filter (modality / anatomy) + vector nearest neighbors.
REVENUE CYCLE
CLAIMS ·
DENIALS
837/835 claim data · denial-reason clustering · retrieval-augmented appeal-letter generation.