Investment Thesis
Market Opportunity
The behavioral health space is facing an infrastructure crisis. Substance Use Disorder treatment centers suffer from significant revenue leakage due to preventable patient attrition. CensusGuard addresses this multi-billion dollar gap by providing the first preventative safety layer that captures risk velocity before at-risk windows close.
Unfair Advantage
Our technological moat is built on deep system integration and predictive accuracy. Unlike standard platforms, our closed-loop architecture ensures that every alert is followed by action, documentation, and outcome proof. This structural feedback loop creates high clinical value and operational accountability that generic tools cannot replicate.
Road Map
We are scaling behavioral safety toward comprehensive clinical clinical-AI infrastructure. Our road map prioritizes the expansion from risk detection into automated staffing optimization and payer-direct outcome validation—transforming CensusGuard into the essential registry of truth for high-acuity behavioral health environments.
Validated Model Performance
Engineered for Clinical Precision
A high-performance intelligence stack validated against massive datasets to provide treatment teams with actionable foresight.
89.6%
AUC-ROC
Proven discriminatory power between premature disengagement and treatment retention.
90.1%
PR-AUC
Precision-Recall balance specifically optimized for high-stakes behavioral environments.
80.3%
Patient Recall
Sensitivity to early behavioral signals before crisis manifest in traditional systems.
Validation Methodology
Validated on 952,358 SAMHSA TEDS 2023 treatment episodes. Built on Google Cloud Vertex AI, we ensure data integrity by excluding Length of Stay (LOS) as a feature, preventing data leakage and ensuring true predictive accuracy.
Infrastructure: Google Cloud Vertex AI
Dataset: 952,358 TEDS Episodes
Performance: 89.6% AUC-ROC