Integrating Liquid-Biopsy AI Results into EHR Workflows for an Oncology Diagnostics Lab
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Problem
Results trapped in PDFs
An oncology diagnostics lab serving 60 partner clinics delivered liquid-biopsy panel results as PDF reports sent by fax and portal download, entirely outside the EHR. Clinic staff re-keyed findings into patient charts by hand, results took days to reach treating physicians, and test ordering still ran on paper requisitions with no visibility into sample status.
Solution
Structured results inside the EHR
We built an HL7 FHIR integration layer connecting the lab's existing AI-assisted analysis pipeline to partner clinic EHRs. Structured results now post directly to the patient chart as discrete fields, physicians order tests from inside the EHR, and a shared status tracker follows every sample from accession through to released report.
Measurable Impact
What changed after launch
Result-to-chart availability dropped from a 2–3 day average to under 15 minutes for integrated clinics
46 of 60 partner clinics live on structured EHR results delivery within 9 months
Manual re-keying of report findings eliminated at integrated clinics, saving an estimated 11 staff-hours per clinic monthly
In-EHR electronic test ordering grew from 18% to 72% of total order volume
Tech & Tools Used
What powered the build
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