Clinic Workflow & AI Evaluation Platform

Full Stack Engineer
Clinic Workflow & AI Evaluation Platform - Screenshot 1 showing project features
Clinic Workflow & AI Evaluation Platform - Screenshot 2 showing project features

About This Project

A multi-tenant clinic workflow management platform built to streamline patient onboarding, referral handling, assessments, and evaluation lifecycle management. The system supports hierarchical role-based access across admin, organization, clinical navigator, provider, and patient/parent users, along with invitation-based onboarding and separate admin vs clinic operational portals. Core modules include configurable intake form management with versioning, questionnaire assignment and automation, age-based workflow filtering, referral upload with AI-assisted extraction, offline score sheet upload, and LLM-based evaluation draft generation with therapist review and finalization. The architecture is designed for auditability, safe deactivation instead of hard deletion, and HIPAA compliance with healthcare privacy requirements for AI integrations.

Challenges

  • Designing strict hierarchical access across multiple clinical and administrative roles
  • Supporting configurable intake forms with versioning while preserving historical submissions
  • Handling referral ingestion from PDFs/images with editable AI extraction
  • Bridging offline assessments with digital score sheet capture and structured storage
  • Automating questionnaire assignment and age-based eligibility rules
  • Generating AI-based clinical draft reports while maintaining HIPAA compliance and healthcare privacy constraints

Solutions

  • Implemented role-based hierarchical authorization with organization-scoped data isolation
  • Built invitation-first onboarding with separate admin and clinic operational portals
  • Developed configurable intake and questionnaire modules with draft-save support and version tracking
  • Implemented referral workflow with upload, OCR/AI prefill, human review, and submission pipeline
  • Built offline-to-online assessment flow with score sheet upload and patient-linked evaluation records
  • Integrated LLM-assisted report generation pipeline with provider review and finalization controls under HIPAA-compliant boundaries
  • Added organization activation/deactivation controls to preserve records and audit history
  • Implemented notification workflows for clinical navigators and patient/parent evaluation sharing

Results

  • Reduced patient onboarding friction through QR-based intake and guided digital workflows
  • Improved operational consistency across clinics via configurable yet governed workflow modules
  • Accelerated referral-to-evaluation turnaround with AI-assisted extraction and report drafting
  • Enabled scalable multi-clinic operations using role hierarchy and organization-level controls
  • Improved data continuity by linking form versions, uploads, and evaluation lifecycle records

Technologies

Frontend

Web Admin Portal
Clinic Operations Portal
Form Builder UI

Backend

Node.js
Workflow Orchestration
RBAC Services
LLM Integration Layer

Database

Multi-tenant Clinical Data Store
Versioned Form and Submission Store

Infrastructure

Cloud Hosting
Secure File Storage
Audit Logging
PHI-safe Integration Boundaries

Tools

OCR Pipeline
Questionnaire Automation
Age-based Rules Engine
Notification System
Evaluation PDF Sharing