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Zentobyte
Healthcare & MedTech·AI Clinical Automation & EHR Sync·Sprint Cadence: 8 Weeks

CareFlow — Intelligent Clinical Triage & Intake Automation Engine

An automated clinical intake engine that collects structured patient symptom profiles, prioritizes urgent appointment routing, and synchronizes data with FHIR-compliant medical records.

Delivery Format
AI Automation & Web Dashboard
EHR Standard
HL7 FHIR RESTful Endpoints
Data Security
Field-Level Envelope Encryption
Engineering Challenge

Operational Friction & System Constraints

Clinic receptionists spent hours processing paper intake questionnaires and transcribing patient symptom histories into legacy electronic health records, creating admission delays and transcription errors.

Architecture & Implementation

System Engineering & Automation

Engineered an intelligent conversational intake workflow with natural language clinical symptom mapping, urgent triage alerting for triage nurses, and automated FHIR/HL7 synchronization with hospital EHRs.

Architectural Core Highlight

Zero-knowledge encryption layer parsing clinical symptoms while enforcing strict HIPAA compliance boundaries.

Technology Stack

PythonFastAPIReactPostgreSQLFHIR / HL7 APIsAWS KMSDocker

Delivered System Artifacts

  • Patient self-service digital intake portal
  • Automated triage prioritization scoring engine
  • Bi-directional FHIR / Epic EHR integration pipeline
  • Staff clinical review and verification console

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