Clinical Surveillance Platform

AI-powered diversion surveillance, that sees the full picture

ArgusRx integrates with your clinical systems to continuously monitor controlled substance activity — delivering risk scores, behavioral insights, and evidence-ready case files to your diversion team.

30+
Behavioral indicators powering every clinician risk profile
10+
Diversion patterns flagged by the detection engine
3
Complementary AI models fused into a single risk score
0–100
Transparent, interpretable risk score for every clinician
The Challenge

Drug diversion is underdetected — and the stakes are high

Hospital compliance and pharmacy teams face growing financial and regulatory pressure with limited tools. Most diversion goes undetected because the data needed to identify it lives in disconnected systems with no unified view.

Manual Processes That Don't Scale

Pharmacy teams rely on spreadsheets and ad-hoc reviews — a process that is slow, inconsistent, and creates significant coverage gaps across large nursing and pharmacy staff populations.

Complex Patterns Go Undetected

Simple rule-based systems miss subtle and evolving diversion behaviors. Identifying true risk requires correlating patterns across orders, ADC pulls, administration records, and waste logs simultaneously.

Critical Data Siloed Across Systems

Evidence lives in your EMR, automated dispensing cabinets, dispensing records, and audit logs — with no unified view to connect the full controlled substance journey from order to patient.

The Solution

End-to-end surveillance, from order to patient

ArgusRx is purpose-built for controlled substance diversion monitoring in acute care settings. It integrates directly with your clinical systems to build a continuous, AI-driven picture of medication activity — surfacing risk before it becomes a compliance event.

  • Connects directly to EMR, ADC, and Active Directory systems — no manual data exports
  • Builds a behavioral fingerprint for every clinician, benchmarked against role-matched peers
  • Reconstructs the full medication journey as a defensible, timestamped evidence chain
  • Provides a unified dashboard for rapid triage, case management, and investigative follow-through
AI Pipeline Overview
From raw clinical data to actionable risk in five steps
1

Data Integration

Ingests and normalizes records from EMR, ADC, and administration systems

2

Behavioral Feature Engineering

Computes 30+ behavioral indicators per clinician — volume, compliance anomalies, temporal patterns, and peer comparisons

3

Ensemble AI Risk Scoring

Three complementary models fused into a single 0–100 risk score, categorized Low, Medium, or High

4

Historical Trend Adjustment

Scores weighted across time to surface chronic patterns, not just isolated anomalies

5

Evidence Package Generation

Full medication timeline reconstructed and delivered in the case investigation view

Platform Features

Everything your diversion team needs

A unified system covering automated detection, risk scoring, case management, and evidence generation.

01

Executive Dashboard

Real-time visibility into active cases, risk distribution across roles and units, diversion trends, and integrated data source health — giving leadership a complete operational picture.

Active CasesRisk TrendsData Health
02

Diversion Detection Engine

Identifies 10 high-risk medication-handling behaviors by correlating activity across the full controlled substance pathway — from ordering through dispensing, administration, and waste documentation.

10 Risk PatternsMulti-Source
03

Staff Risk Profiles

A complete staff directory with behavioral metrics, monthly risk scores, peer benchmarking, and trend history — organized by role and unit to help teams prioritize where to look.

Peer BenchmarksTrend HistoryRole Views
04

Automated Alerting

Automatically surfaces high-risk events and behavioral patterns to surveillance personnel as they emerge — ensuring that flagged activity reaches the right people quickly, without relying on manual review cycles.

Real-Time AlertsRisk-TriggeredConfigurable
05

Case Management Workflow

Triage alerts, open investigations, and manage cases through a structured workflow purpose-built for diversion investigators — with full audit logging at every step from initial alert through case resolution.

Alert TriageInvestigation WorkflowAudit Log
06

Timeline Reconstruction & Evidence Packaging

Rebuilds the complete medication journey (order, dispense, administration, pain documentation) as a clear, timestamped evidence package suitable for internal review or regulatory response.

Order-to-Admin TimelineLinked RecordsDefensible Evidence
The AI Engine

Three perspectives. One risk score.

ArgusRx uses an ensemble of three complementary detection methods — each viewing clinician behavior from a different angle — then fuses their signals into a single, interpretable 0–100 risk score.

Model 1 — Global Outlier Detection
Isolation Forest

Does this clinician stand out from the crowd?

Identifies clinicians whose overall behavioral profile is statistically unusual compared to the broader facility population — flagging when a pattern of activity is anomalous, not just a single event.

Model 2 — Peer Comparison
Local Outlier Factor (LOF)

How does this clinician compare to their peers?

Measures a clinician's behavior relative to colleagues in the same role — surfacing cases where activity is significantly higher or lower than role-matched peers in ways that warrant closer investigation.

Model 3 — Pattern Consistency
PCA Reconstruction Error

Does this clinician's combination of behaviors fit the expected pattern?

Detects when multiple individually minor signals combine into a statistically abnormal overall behavioral profile — catching cases that neither global nor peer-based methods would flag alone.

Fused 0–100 Risk Score
050100
Low
Medium
High
Security & Compliance

Built for secure clinical environments

ArgusRx is designed for HIPAA compliance, with end-to-end data protection and secure integration with leading clinical systems.

HIPAA-Aligned Data Protection

All clinical data — EMR records, ADC transactions, dispensing logs, and administration data — is protected with role-based access controls and end-to-end encryption throughout ingestion, processing, and evidence reconstruction.

Immutable Audit Trail

Every action in ArgusRx — alert creation, case updates, evidence review, and investigator notes — is timestamped and permanently recorded, creating a complete, replayable audit log for both internal governance and regulatory inquiries.

Secure Clinical System Integration

Integrates with leading EMR platforms and automated dispensing systems via secure data pipelines, providing complete visibility across every step of the controlled substance workflow — from prescribing through administration.

EMR Systems Dispensing Cabinets Pharmacy Systems Wholesaler Feeds
Get In Touch

See ArgusRx in action

To learn more about the platform or to request a demo, reach out to our team. We're glad to walk you through ArgusRx and discuss how it can support your diversion monitoring goals.