Who We Serve · Post-Acute & Rehab

Built for post-acute andrehabilitation facilitiesbridging hospital to home

From inpatient rehabilitation facilities to outpatient therapy networks — we build custom AI systems that understand functional outcome measure tracking, Medicare medical necessity documentation, discharge coordination, and the complex care transitions that define post-acute operations.

FIMAutomated Outcome Tracking
30-dayReadmission Risk AI
MedicareNecessity AI Compliance

THE PAIN WE HEAR MOST OFTEN

Discharge planning documentation under time pressure with incomplete information from referring hospitals
Medicare medical necessity documentation required daily for continued inpatient rehabilitation
Functional outcome measure tracking (FIM, DASH, Oswestry) done manually across large patient census
30-day readmission risk invisible — no system flags high-risk patients before they deteriorate

WHAT METRICOID SOLVES

AI-assisted discharge planning pulling from hospital records and clinical documentation
Daily Medicare medical necessity documentation with compliance validation
Automated FIM and functional outcome tracking from therapy notes
30-day readmission risk prediction identifying high-risk patients proactively
THE CHALLENGES

Operational challenges uniqueto post-acute & rehaborganizations

Generic healthcare software wasn't built for your world. Every challenge below requires a solution that understands your specific workflows, compliance requirements, and payer rules.

01

Discharge planning under time pressure

IRF and SNF discharge planning requires coordinating documentation, family communication, home health referrals, DME orders, and outpatient follow-up — often within 24–48 hours of a discharge decision. Manual processes create coordination failures that generate readmissions.

Preventable readmissions cost post-acute facilities $8–15K per event
02

Daily Medicare medical necessity

Inpatient rehabilitation Medicare payment requires documentation that the patient requires and is benefiting from intensive therapy daily — not just at admission. Missing or insufficient daily necessity documentation triggers payment denial retroactively.

Retroactive Medicare necessity denials average $12K per stay
03

Functional outcome measure tracking

IRF and outpatient rehab track patient progress using validated measures — FIM, DASH, OPTIMAL, Oswestry, Berg Balance. Manual tracking across a large patient census is error-prone and makes outcome reporting to payers and accreditors labor-intensive.

Manual FIM scoring adds 45–90 min per patient per week for therapy teams
04

Care transition coordination failures

The transition from hospital to IRF to home health to outpatient creates multiple handoff points where critical information — medication lists, functional status, social support — gets lost or delayed.

30% of post-acute readmissions are directly attributable to transition failures
05

Payer concurrent review documentation

Commercial payers and Medicare Advantage plans require concurrent review documentation during inpatient stays — demonstrating ongoing medical necessity and therapeutic progress to prevent mid-stay denials.

Mid-stay payer denials are the fastest-growing denial category in post-acute
06

Outpatient therapy Medicare cap management

Outpatient therapy faces Medicare therapy cap complexities and KX modifier requirements. Documentation must explicitly justify continued treatment beyond cap thresholds.

KX modifier documentation errors trigger therapy cap denial audits
OUR SOLUTIONS

Custom systems builtspecifically for post-acute & rehab

AI Clinical Documentation

FIM scoring extracted from therapy notes automatically. Daily Medicare necessity documentation generated from clinical activity. Discharge summaries assembled from the full inpatient record. Concurrent review documentation built from clinical progress notes.

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Predictive Analytics

30-day readmission risk scored for every patient using clinical indicators, functional progress, and social determinants. High-risk patients flagged for intensified follow-up before discharge. Outcome tracking benchmarked against national IRF and PAC data.

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Workflow Integration

Hospital referral intake, care planning, therapy scheduling, and discharge coordination connected into one system. Outpatient follow-up scheduling integrated with inpatient discharge planning. Payer concurrent review workflow automated.

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EHR & Payer Integration

Integration with WellSky, MatrixCare, and IRF-specific EHRs. FHIR connectivity for hospital discharge data ingestion. Payer portal integration for concurrent review submission and authorization tracking.

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Inpatient Rehabilitation Facility · Midwest US

Readmission rate reduced 31%. Medicaremedical necessity denials eliminated.Discharge planning time cut by half.

IRF120 bedsMidwest USMedicare and Medicare Advantage primary

THE CHALLENGE

A 120-bed IRF was experiencing a 22% 30-day readmission rate — above the national average and triggering Medicare value-based purchasing penalties. Daily medical necessity documentation was inconsistent across the therapy team, generating retroactive Medicare denials. Discharge planning was chaotic — coordinators had no unified view of patient status, pending orders, or post-acute arrangements.

WHAT METRICOID BUILT

30-day readmission risk model trained on 3 years of IRF patient data — flagging high-risk patients 72 hours before planned discharge
Daily medical necessity documentation AI generating compliant Medicare necessity notes from therapy session records
Discharge planning dashboard — pending orders, referrals, DME, and follow-up appointments in one unified view
FIM scoring extracted automatically from therapy notes — eliminating manual scoring sessions
Concurrent review documentation built from clinical progress notes — submitted to payers automatically at required intervals
WellSky EHR integration — all AI outputs push into existing clinical workflows without disruption

We went from reacting to readmissions to preventing them. The system identifies patients who are going to struggle at home before we discharge them. Our quality scores have improved every quarter since implementation.

— Chief Medical Officer, Inpatient Rehabilitation Facility, Midwest US
Was: 22%
31%

Reduction in 30-day readmission rate — below national IRF benchmark

Was: frequent denials
Zero

Retroactive Medicare medical necessity denials post-implementation

Was: 3–4 hrs/patient
50%

Discharge planning time reduced — coordinators freed for complex cases

Was: manual scoring
Automated

FIM outcome tracking from therapy notes — no separate scoring sessions

Get Started

Ready to reduce readmissions andeliminate Medicare necessity denials?

15 minutes. We'll review your readmission rates, medical necessity denial patterns, and discharge coordination workflow — and show you exactly where AI can intervene.

  • Readmission risk AI from day one
  • Medicare necessity compliance built in
  • Works with WellSky and MatrixCare
  • BAA signed before any data exchange
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