Private LLM intelligenceover clinical & patient data.
A healthcare provider needed AI-powered analytics on sensitive patient records without data leaving their secure environment. CloudMotiv built a private vector architecture enabling LLM-grade insights with zero public exposure.
Before and after Private Vector Foundations
Clinical data couldn't touch public LLMs. Here's what flipped when retrieval became the bridge.
- Queries across EHR took days, not seconds
- Every LLM trial raised HIPAA red flags
- Unstructured clinical notes trapped in silos
- No safe path to AI without moving sensitive data
- Clinicians query patient records in natural language
- HIPAA-aligned: zero data ever leaves the hospital
- RAG over structured + unstructured records, unified
- Responses grounded — hallucinations engineered out
Patient data never leaves the hospital.
Clinician queries resolve against an on-prem vector store. Private embeddings, private retrieval, private inference — the model never sees raw data it wasn't given permission to.
The numbers behind a HIPAA-aligned deployment.
Every metric below is measured on client infrastructure, behind the hospital firewall, with zero external inference calls.
Three phases. Zero compromise.
From a private, HIPAA-aligned vector store to agentic query resolution — delivered as a single intelligent system, not a patchwork of tools.
- P-01
Private Data Foundation
- On-premise vector store built on proprietary clinical records
- HIPAA-aligned architecture — no third-party data transfer
- Hallucination risk eliminated via retrieval-grounded responses
- P-02
AI Approach
- RAG on private embeddings from EHR & clinical data
- Agentic query resolution across structured & unstructured data
- Role-based access controls embedded in the AI layer
- P-03
Outcomes
- Clinicians access AI insights directly from EHR data
- Zero data leakage — 100% private inference
- Query response time reduced from days to seconds
Private LLM intelligence, grounded in your clinical data.
Book a 30-minute demo. We'll show you how RAG over your EHR delivers clinician-grade answers with zero public exposure.
