Synergex Med: Multi-Agent Clinical QA
// Automating HIPAA-Compliant Quality Analysis
The Challenge
Synergex Med manages 39+ clinic locations, handling thousands of patient calls daily. The manual QA process was slow, prone to human error, and could not guarantee 100% HIPAA compliance monitoring across all transcripts. The goal was to build a system that could analyze 100% of calls in near real-time with zero-trust security.
Research Insight
Inspired by Chain-of-Thought (CoT) Prompting (Wei et al., 2022), the system uses a two-phase analysis. By forcing the model to anchor evidence (Phase 1) before generating an assessment (Phase 2), we effectively eliminated hallucinations in HIPAA risk detection.
The Solution: Agentic Verification Architecture
graph TD
A[Call Transcript] --> B[Input Validation]
B --> C[Orchestrator]
C --> D[Phase 1: Evidence Anchoring]
D --> E[Phase 2: Structured Assessment]
E --> F[Consistency Guardrail]
F --> G[Final JSON Report]
- Evidence Anchoring: The LLM must cite specific transcript quotes for every flag (HIPAA, Professionalism, etc.).
- Multi-Key Rotation: Implemented a resilient provider layer that rotates through 5+ API keys to bypass rate limits and ensure 99.9% availability.
- HIPAA Taxonomy: Built-in detection for 18 PHI identifier categories based on HIPAA Safe Harbor § 164.514(b).
Impact Metrics
100%
Automated QA Coverage
39+
Clinics Supported
99.9%
System Availability