Healthcare AI · Deployment workflow

From a clinical question to a reviewable decision.

A demonstrator for how a forward-deployed engineer can turn a vague stakeholder need into an auditable, human-in-the-loop workflow.

Simulated data only. This demonstration is not a medical device, does not process PHI, and must not be used for clinical decision-making.
01 · Technical discovery

Referral priority review

Stakeholder question: “Can we surface incomplete referral records before they delay a specialist review?”

REF-2048
Simulated outpatient referral
FHIR-style record
Service requestNeurology consult
Referral sourcePrimary care
Documents3 attached
Required fields7 / 8 complete
01Ingest
02Map fields
03Evaluate
04Review
What this demonstrates

FDE work is the loop between the user and the product.

01 / DISCOVER

Scope the real workflow

Convert stakeholder language into a measurable operational question, data contract, and launch boundary.

02 / DEPLOY

Build with safeguards

Map source data, define acceptance criteria, expose confidence, and preserve human decision authority.

03 / LEARN

Make patterns reusable

Capture review outcomes and turn repeatable deployment lessons into reusable checks and product features.

Implementation notes

Portfolio-ready engineering decisions

Data boundarySimulated FHIR-style JSON
Safety boundaryHuman review required
Success metricReview-ready referral rate
AuditabilityVersioned evaluation event