Predictive admission
intelligence
AI-powered triage that distinguishes inpatient, observation, and discharge from the first encounter - with the documentation evidence to back it up.
AdmitLogic is a clinical decision platform built for the moment care begins.
Most admission decisions are made in seconds and corrected in weeks. We close that gap. Three predictive models - admission probability, denial risk, and care level (inpatient vs. observation) - run together at triage, producing a single recommendation backed by feature-level evidence.
Built for ED physicians, UR nurses, case managers, and billing reviewers. Every role in the encounter, working from the same trustworthy numbers — out-of-time validated AUROC above 0.90 across our admission and denial models.
Why hospitals choose AdmitLogic
The problems we solve every day.
One in five dollars your hospital earns gets denied.
Payer denials consume 20% of gross revenue at many health systems, with inpatient denial rates even higher. Prevention at admission is the only scalable fix.
The wrong patient status costs more than the wrong diagnosis.
Short-stay conversions are the single biggest denial category. When the obs-vs-inpatient decision is wrong at admission, every downstream dollar is at risk.
The clinical story is there. The documentation isn't.
In nearly half of denied cases, the information to justify the admission exists in the record. It just isn't documented in a way payers recognize.
Your highest-risk claims are found after the bill drops.
Staff review every admission the same way instead of focusing on the cases most likely to be denied. Predictive flagging changes the equation.
Same-day conversions are same-day denials.
Patients converted from observation to inpatient and discharged within 24-48 hours are denied almost automatically. The decision must be right the first time.
Revenue leakage starts at the bedside, not at billing.
Front-end denial prevention - before the claim even leaves - is the highest-leverage investment. The back-end recovery model is unsustainable.
Built for hospitals everywhere.
AdmitLogic was trained on MIMIC-IV, validated out-of-time, and engineered to generalize across health systems. One platform. Every encounter. Real-time predictions delivered through clean, role-aware interfaces for ED, UR, case management, and billing.
Explore the Platform