Three fine-tuned AI models. Live Bed Board across 10 hospital units. Continuous telemetry streaming. 19-tool AI Agent on gemma4:31b. 615 real VistA patients in the FHIR census. Zero real PHI. Full clinical fidelity.
MediFlow generates hundreds of fully synthetic clinical patients and delivers them — as real HL7 messages — into four live healthcare systems simultaneously. It's how CareCompile is tested, validated, and demonstrated without ever touching a real patient chart.
Before your team connects Epic to CareCompile, MediFlow floods the system with 673 realistic patients — every acuity level, every diagnosis category, every lab panel — to stress-test the integration without touching a single real chart. You see exactly how the system behaves before anyone is at risk.
CareCompile cannot tell the difference between a MediFlow patient and a real one at the HL7 level. Real LOINC codes. Real ICD-10 diagnoses. Real OBX segments with clinical ranges. Real MSH headers. The system is tested on data that looks exactly like what hospitals send — because it does.
A hospital IT team, EHR vendor, or independent integration engineer can point MediFlow at their system and run a full clinical encounter right now — 27 HL7 messages into 4 live systems, with delivery confirmation. No scheduling. No PHI. No waiting for a real admission.
Generates a complete synthetic patient — AI notes, 27 HL7 messages, 4 system delivery log — in under 30 seconds
7-unit Bed Board. Streaming Telemetry. Critical Alert Engine. LLM AI Agent. 730-patient EMR Census. Every major system upgraded.
Natural-language interface with 14 tool-calling functions. Admit patients, trigger clinical events, and query the EMR — all by chatting.
NewDocumentation — 16 note types. Lab Intelligence — clinician-style panel summaries. Reasoning Engine — clinical impressions, trajectory analysis, NORA synthesis. All local, zero cloud dependency.
NewPushes patient data to OpenEMR as a 4th target alongside CareCompile, FHIR, and WorldVistA. Viewer API at port 3001 confirms delivery.
New8 documentation types — Admission Assessment, Medication Administration, Vital Signs, Wound Care, IV/Line Care, Fall Risk, Pain Assessment, Patient Education. All sent as MDM^T02.
NewReal-time CareCompile message inbox with severity filtering. Every HL7 message with full content preview and ACK status — All / Critical / Warning / Info.
NewOne-click critical events: Code Blue, Sepsis Cascade, Panic Lab, Rapid Response, Discharge Cascade. Each fires a multi-message HL7 burst under emergency conditions.
NewEvery HL7 message stored with full audit trail — type, content, ACK code, target system, timestamp. 7-day volume trends queryable from the dashboard.
UpgradedWebSocket pushes live patient status to the UI — no polling. Every admission, lab delivery, and clinical event reflects instantly.
UpgradedSimulation engine runs as a managed background service with automatic restart. Continuous operation — no manual intervention on unexpected exit.
UpgradedAct 1: 18 census patients simultaneously. Act 2: STEMI, DKA, CVA, septic shock, PE. Act 3: Code Blue, sepsis wave, respiratory crisis. Triggerable on any patient at any time.
UpgradedTrack patients through physiological decline and recovery. Each wave sends progressively worsening or improving ORU^R01 values based on actual prior results.
New10 dedicated endpoints deliver real-time census, critical lab alerts, lab trajectories, and LLM-generated clinical impressions to CareCompile's on-call reasoning agent.
NewCareCompile sends signed webhook callbacks after every message is processed. LabPlausibilityGuard corrections flow back automatically — invalid values regenerated and re-sent.
NewVXU vaccinations, PPR problem lists, OML lab orders, OMI imaging, RAS/RDS medication administration, REF referrals, BAR insurance, ADT^A40 merge, and 7 additional ADT event codes.
UpgradedLive bed board grouping admitted patients by unit. Admission time, diagnosis, acuity, and active flags per bed. Full floor state visible before triggering any scenario.
NewContinuous unattended simulation — MediFlow admits, runs labs, fires events, and discharges automatically. Built for CI/CD pipelines that need a live HL7 target 24/7.
NewReal-time bed management across ER, ICU, CCU, Telemetry, NICU, Nursery, and Med/Surg. Admissions auto-assign beds, transfers move them, discharges release them.
New in v5Continuous ORU^R01 vitals for ICU, CCU, and Telemetry patients at configurable intervals. StreamingHub manages active streams per patient — start, stop, and view live send count.
New in v5A fine-tuned alert model flags critical values in real time. The LLM Agent has 19 tool-calling functions with full v5 workflow knowledge across all 4 delivery targets and 730 EMR patients.
New in v5MediFlow v5 generates a complete synthetic encounter and delivers it to every connected clinical system simultaneously.
Each synthetic patient generates a fixed set of 27 standards-compliant HL7 v2.x messages across three message types, delivered simultaneously to all four target systems.
Every synthetic encounter is delivered to all four target systems simultaneously. Each has its own protocol, port, and acknowledgement path.
From EMR vendors testing new HL7 implementations to CareCompile's own QA pipeline — MediFlow serves anyone who needs to validate clinical data flow without touching real patients.
MediFlow is not just a test harness — it is the live clinical data pipeline Physician AI runs on. Lab orders, NORA alerts, nursing assessments, and deterioration trajectories all flow from MediFlow into Physician AI in real time during active patient encounters.
Primary use: every CareCompile release is stress-tested through MediFlow before touching real hospital data. Thousands of synthetic patients across every scenario type.
Hospitals and health systems validating their HL7 v2.x outbound feeds before connecting to CareCompile. MediFlow confirms message structure, ACK behavior, and segment compliance.
Developers building FHIR R4 endpoints, clinical decision support tools, or HL7 parsers can use MediFlow to generate realistic test traffic — complete patients with AI-authored notes — on demand.
Researchers and AI teams needing realistic synthetic clinical corpora for model training, evaluation, or benchmarking — without IRB overhead or HIPAA exposure.
Two purpose-built models fine-tuned specifically for hospital documentation. Deployed locally — no cloud API, no latency, no PHI exposure.
Control the entire simulation engine through natural language. The AI Agent understands clinical context and calls the right tool automatically.
Eight dedicated nursing note types, each shift-aware with a dedicated UI panel. All sent as MDM^T02 messages to CareCompile with AI-authored content.
One-click emergency scenarios that fire a rapid burst of HL7 messages to stress-test your system's ability to handle critical clinical situations in real time.
Pick a scenario and watch MediFlow v5 build a complete clinical encounter — AI notes, 27 HL7 messages, and 4-system delivery log.
Generated messages use real HL7 v2.x segment structure, real LOINC codes, valid ICD-10 diagnoses, properly formatted FHIR R4 resources, and AI-authored clinical narratives. The data is synthetic but the format and content are production-grade.
Four ways to connect your system to the MediFlow simulation engine.
Before CareCompile ever touches a real patient, it runs through thousands of synthetic encounters — every scenario, every edge case, every integration point, with AI-authored notes and 4 live target systems. That's how we know it works. Zero PHI. Full clinical fidelity. Every time.
Questions? hello@carecompile.com