Risk alerts, guided workflows, and defensible documentation.
Full-stack early risk and intervention workflow for SUD
CensusGuard is a closed-loop, full-stack platform that transforms routine behavioral health data into actionable, early-risk signals. Beyond simple prediction, it facilitates structured staff interventions and generates robust documentation to support clinical decisions while ensuring defensible data for payer and audit requirements.
89.6% AUC-ROC
Retrospective admission-level model performance.
Time-aware intervention intelligence.
CensusGuard helps teams understand when patient risk may be rising so staff can prioritize outreach, support engagement, and document intervention before care disruption becomes harder to manage.
Intervention Workflow
Positioning clinical teams to act on elevated disengagement risk before clinical survival is compromised.
Revenue Integrity
Protecting census levels and operational margins by identifying disengagement signals before they lead to revenue disruption.
Defensible Infrastructure
Establishing documentation and audit trails that prove clinical interventions to payers and strengthen value-based care readiness.
What CensusGuard Does
INTELLIGENCE
RISK ANALYSIS
DOCUMENTATION
DOCUMENTATION
INTEGRITY
CensusGuard helps treatment teams identify patients who may be at elevated risk for disengagement or AMA discharge, prioritize timely staff response, and document what was done. The platform is designed to support continuity of care, protect revenue integrity, and strengthen defensible documentation without replacing clinical judgment.
- Early-risk detection
- Admission-level risk modeling
- Time-aware risk analysis
- Staff intervention workflow
- Documentation and audit trail
- Revenue integrity support
- Value-based care readiness
CensusGuard is decision-support and workflow infrastructure. It is not a replacement for clinical judgment, emergency protocols, patient assessment, or licensed medical care.
The CensusGuard Intelligence Engineâ„¢: A high-impact operating system
VERTICAL OS • PER-ADMISSION
Loop 1: Patient Intelligence Loopâ„¢
Converts behavioral noise into actionable risk signals during the critical first window of admission.
- WHO is at risk? WHAT is happening? WHEN did it start? WHERE is it headed? WHO ELSE is impacted?
Loop 2: Staff Action Loopâ„¢
Automated workflow that focuses staff urgency on high-risk patients with time-stamped precision.
- WHO was alerted? WHAT did they do? WHEN did they do it? WHAT was the outcome? WHERE did it lead?
Adaptive Intelligence: Continuous Learning
Refines facility-wide models through intervention outcomes, driving clinical quality and generating defensible care records.
AUDIT: The Defensible Documentation Layer
Creates an immutable record of alerts and response outcomes to secure revenue and satisfy rigorous payer-facing audit requirements.
Data is only valuable if it drives action. CensusGuard powers the Closed-Loop Intervention Intelligence Systemâ„¢.
The signals are already there.
CensusGuard doesn’t just predict risk. It turns scattered behavioral signals into real-time intelligence, then guides staff through clear next steps so they can intervene before a patient walks.
Why SUD Programs Prioritize Preventing AMA Discharge
- Improve Patient Survival: AMA discharges significantly heighten the risk of immediate relapse and fatal overdose post-release.
- Strengthen Operational Margins: Unplanned exits cause immediate census disruption and administrative strain, impacting revenue integrity and facility stability.
- Meet Payer Documentation Standards: Insurance providers increasingly penalize high AMA rates, requiring facilities to prove proactive intervention protocols.
- Enhance Clinical Quality Outcomes: Completing the full care cycle is the primary predictor of long-term recovery success and lower readmission rates.
- Reduce Facility Liability: Patient-directed discharges create gaps in clinical care that expose treatment centers to significant legal and audit risks.
What early exits really cost SUD programs
- 40–50% of patients leave treatment early.
- In the first 30 days, they face a 10× higher overdose risk and 3.4× higher suicide risk because tolerance drops faster than cravings.
- On average, each AMA episode destroys about $45,000 in revenue per patient across the continuum.
CensusGuard helps teams spot rising AMA risk early, intervene, and protect both lives and revenue.
Validated Performance Standards
Retrospective admission-level model performance. Deep learning models built on the 2023 952,358 SAMHSA TEDS dataset.
89.6%
AUC-ROC Performance
90.1%
PR-AUC Accuracy
80.3%
Recall Precision
952K
Sample Episodes
Built by lived experience, driven by clinical precision.
Kourtney Rhodes, Founder & CEO of AnchorPoint Health Systems, built CensusGuard from lived experience and firsthand insight into behavioral health systems. She knows what it feels like to be the patient whose risk was visible too late—and the operator whose teams lacked the proper visibility to act. CensusGuard provides the early-risk intelligence, intervention workflow, and defensible documentation infrastructure care teams need to prioritize outreach and strengthen continuity without replacing clinical judgment.
Kourtney Rhodes, Founder & CEO
Protect continuity and documentation.
Pilot and partnership models available. CensusGuard is designed for treatment centers, public-sector partners, and payer-aligned organizations exploring early-risk detection, intervention workflow, documentation, revenue integrity, and value-based care readiness.
CensusGuard is decision-support and workflow infrastructure. It is not a replacement for clinical judgment, emergency protocols, patient assessment, or licensed medical care.