EVRESA LLC proposes the independent AI execution governance layer for North Carolina's $213M Rural Health Transformation Program — making every AI-assisted decision traceable, explainable, compliant, and audit-ready from Day 1.
NCRHTP's $35.3M digital-health initiative funds AI documentation tools, ambient clinical decision support, remote monitoring, and prior-authorization automation across 85 rural counties. Without an independent governance layer, these investments become liability without accountability. Every AI-assisted decision that can't be traced is a compliance gap. Every unreviewed authorization is a legal exposure.
AI tools generate clinical summaries and draft prior-auth requests, but no layer captures what the model produced, what the clinician changed, and who approved what was ultimately sent to the payer.
When CMS asks why an authorization was denied in 2028, no EHR or payer portal can reconstruct the full decision chain. NCDHHS cannot prove compliance. Rural providers cannot appeal effectively.
NC HealthConnex connects data. NCCare360 routes referrals. EHRs document encounters. None of them govern how AI decisions are executed, reviewed, corrected, or escalated. That layer doesn't exist yet.
| Initiative | Purpose | FY2026 Budget | EVRESA Role |
|---|---|---|---|
| 1. NC ROOTS Hubs | Six regional care and community coordination networks | $87,607,860 | Governance charter, audit trails, cross-hub evidence binding |
| 2. Prevention & Chronic Disease | Screening, nutrition, diabetes, perinatal care expansion | $9,699,597 | Referral and care-coordination evidence records |
| 3. Behavioral Health & SUD | CCBHC, crisis services, MAT, school-based care | $33,862,144 | Prior-auth evidence ledger — primary pilot entry point |
| 4. Workforce & Care Teams | Recruit, train, and retain rural clinical workforce | $38,815,412 | Credential verification, role-based access governance |
| 5. Sustainable Financial Models | Value-based payment and capitation readiness | $7,698,290 | Financial decision audit trails, payer accountability records |
| 6. Digital-Forward Solutions ★ | HIE connectivity, AI adoption, remote monitoring, digital literacy | $35,325,050 | PRIMARY CONTRACT — AI governance backbone |
| FY2026 Total Award | $213,008,356 | ||
EVRESA does not replace any existing system. It inserts an independent accountability layer between every AI-assisted action and every institutional decision — capturing provenance, enforcing review gates, issuing receipts, and preserving a complete audit trail. Here is exactly how it functions within NCRHTP.
The rural provider initiates a PA request, optionally using an AI tool to draft clinical summaries or documentation. EVRESA immediately captures the timestamp, user identity, AI model version, and links all source records used to generate the output — before anything is sent anywhere.
Halow Review™ compares the AI output against verified source records. Unsupported claims, missing facts, and potential hallucinations are flagged. The HOLD Gate™ then routes the request: ALLOW moves it forward, HOLD suspends for required human review, DENY blocks execution and opens exception governance.
Whether the payer approves, denies, or requests additional information — every action is captured in the AIGR™ receipt. Denial reasons are normalized and analyzed. Appeal chains are tracked end-to-end. The result is a complete, hash-anchored evidence record no payer or CMS auditor can dispute.
EVRESA sits between every existing system as the independent accountability layer. It does not need to replace NC HealthConnex, NCCare360, EHRs, or payer platforms. It reads events, captures evidence, enforces gates, and issues receipts — making the whole ecosystem auditable without rebuilding it.
Authorization decisions, approvals, denials, additional information requests
Independent accountability layer: evidence capture, gate logic, human review enforcement, receipt issuance, compliance monitoring, CMS-0057-F command center
Any AI-assisted tool deployed under NCRHTP Initiative 6 — governed, not replaced
Health information exchange, referral platform, interoperability infrastructure
8–15 rural provider organizations across one ROOTS Hub region in the pilot
Regional governance, network building, needs assessment, social service coordination
CMS-0057-F operational requirements are already in effect as of January 1, 2026. The Prior Authorization API goes live January 1, 2027. NCRHTP continuation funding depends on demonstrable compliance. EVRESA creates the operational evidence base that proves compliance is happening — in real time, not retroactively.
Expedited: 72 hours
Standard: 7 calendar days
Timestamp capture at every handoff, SLA timer logic, automatic exception alerts, verified delay evidence for any missed deadline
Each denial must cite a specific, actionable reason — not vague boilerplate
Denial-reason normalization taxonomy, completeness scoring, trend analysis by payer and service type, root-cause evidence for appeals
Annual public reporting of aggregated PA outcomes — approval rates, denial rates, decision times
Data-quality controls, metric calculation support, audit-ready lineage, report-production workpapers ready for NCDHHS use
FHIR-based: requirement check, documentation lookup, submission, decision exchange
API conformance evidence, workflow event capture at every touchpoint, documentation provenance, cross-system decision traceability
Improved data exchange, less administrative friction, fewer manual status checks
Identify duplicate documentation, rework cycles, status-chasing patterns, incomplete submissions, and avoidable denials by provider type
Appropriate access to authorization status and decision rationale
Authorization status tracking, decision rationale logging, care-delay event capture, completion gap analysis across organizations
A bounded, 12-month pilot in one ROOTS Hub region, beginning with behavioral-health and SUD prior-authorization workflows. This establishes the evidence base, the governance framework, and the scale blueprint before committing to full deployment across all six hubs and a potential $1B program investment.
Every metric has a defined measurement approach, a baseline period, and a target — not a marketing claim. Targets are finalized only after a 30–60 day baseline period once the pilot goes live.
Fixed-fee design-and-build contracts with defined deliverables, milestones, and acceptance criteria. Positioned under NCRHTP Initiative 6 (Digital Health) with direct relevance to Initiatives 1, 3, and 5. No per-transaction pricing — outcome and capability milestones only.
| Itemized Pilot Component | Illustrative Amount |
|---|---|
| Discovery, CMS-0057-F readiness, governance charter, workflow mapping | $175,000 |
| EVRESA Evidence Ledger and Halow Review™ pilot configuration | $450,000 |
| Two priority integrations plus structured intake adapters | $350,000 |
| Dashboard, audit trail, metric engine, and reporting suite | $225,000 |
| Training, implementation support, pilot management, monthly governance | $250,000 |
| Final evaluation, ROI analysis, and statewide scale blueprint | $150,000 |
| Illustrative One-Region Pilot Ceiling | $1,600,000 |
$1.6M represents less than 4.5% of NCRHTP's approved $35.3M digital-health allocation (Initiative 6). This delivers reusable state governance infrastructure, a defined evidence base for CMS reporting, and a tested framework for scaling across all six ROOTS Hubs — before committing to full statewide deployment and the program's potential $1B five-year horizon.
Rural prior authorization lacks end-to-end traceability. AI tools are being adopted across 85 counties without governance controls. CMS-0057-F compliance cannot be demonstrated without an evidence layer that does not yet exist in North Carolina's rural health ecosystem.
The execution layer — where AI-assisted decisions are made, documented, reviewed, approved, transmitted, and tracked. Not the EHR. Not the HIE. Not the AI model. The independent accountability infrastructure that sits between all of them and makes each one answerable.
CMS-0057-F is in effect now. The PA API goes live in 2027. NCRHTP's Year 2 through Year 5 funding depends on demonstrable execution, compliance, and outcomes. There is no sustainable path to $1 billion over five years without proving what the first $213 million actually did.
EVRESA requests a 60-minute strategic briefing with NCDHHS Office of Rural Health, NC Medicaid, and NCRHTP Initiative 6 leadership to present this white paper, map EVRESA's governance layer to specific funded activities, and agree on the scope of a readiness assessment engagement. The briefing can be structured as a formal concept-paper presentation or an informal technical discussion — whichever serves NCDHHS's procurement and stakeholder timeline.