RAG & Knowledge Systems for Healthcare

Clinical and operational staff drown in guidelines, payer policies, formularies, and chart data that change constantly, and a wrong answer carries patient risk. Under HIPAA, any system touching PHI has to keep it controlled and auditable, and clinical answers need to cite the guideline or chart they came from, not improvise. RAG is the right pattern because it grounds every answer in your sources and keeps a clinician in the loop to verify before acting. We build retrieval that integrates with the EHR, protects PHI, and supports prior authorization and clinical lookup with citations a reviewer can trust.

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How we deliver it

RAG & Knowledge Systems, built for healthcare

We ingest clinical guidelines, payer policies, formularies, and EHR data inside your HIPAA-controlled environment, so PHI never leaves your boundary.

Hybrid retrieval returns the relevant guideline or chart passage, and every answer cites the source so a clinician can confirm before relying on it.

We design for human-in-the-loop: the system surfaces grounded, cited evidence and the clinician makes the call, never the model alone.

An eval harness, reviewed with clinical staff, scores accuracy and citation quality on real questions before any release reaches users.

Where it pays off in healthcare

Prior authorization support

Match a case against payer policy and pull the cited criteria, so staff assemble auth requests faster with fewer denials.

Guideline lookup

Give clinicians cited answers from current clinical guidelines at the point of care, with a clear link to the source.

Chart-grounded answers

Answer questions over a patient's record with citations back to the chart, keeping a clinician in the loop for every decision.

Coding and policy search

Surface coding rules and payer policy with citations, reducing rework and downstream claim denials.

Prior authorization and guideline lookups that took staff long manual searches resolve in minutes, with every answer cited to the policy or chart and a clinician confirming the call.

Healthcare AI, answered

The entire pipeline runs inside your HIPAA-controlled cloud, so PHI never leaves your environment and you own the system. Access controls run at retrieval, so users only see answers grounded in records they are permitted to access.

Every answer cites the guideline, policy, or chart passage it came from, so a clinician verifies the source before acting. We keep a human in the loop by design, so the model informs the decision and never makes it.

Yes. We integrate with your EHR so retrieval can ground answers in chart data alongside guidelines and payer policy. Everything stays within your controls, with citations back to the originating record.