Public Preview Research & Demonstration Engine: Exploring AI clinical evidence extraction with deterministic verification. Explore Public Demo
Deterministic Verification Architecture • Public Preview

AI Medical Coding
With Deterministic Verification.

HealthyClaim is a healthcare billing intelligence and research platform in public preview, exploring how AI-assisted clinical evidence extraction can work with deterministic verification to produce evidence-backed coding and claim artifacts. Instead of allowing probabilistic AI models to make unverified billing decisions, HealthyClaim isolates clinical fact extraction from deterministic rule adjudication.

Evaluation Artifacts:
Draft CMS-1500 Draft UB-04 Draft EDI 837P Synthetic Data Only
Code & Bill Pipeline Engine Active
INPUT: RAW CLINICAL NOTES
SOAP Note / H&P / EHR Chart / Operative Report
Parsed into verified clinical facts with zero prompt fabrication.
5-LAYER DETERMINISTIC ACCURACY CORE
3.84M+ Rules · NCCI · MUE · RVU 2026
Max Legal MDM Mod 50 (150%) Drug Waste JW/JZ 8-Min Rule
OUTPUT: DRAFT CLAIM ARTIFACTS
Structured Draft Artifacts · Testing & Evaluation
Draft CMS-1500 and ANSI 837 EDI files structured for testing.
Core Engineering Principles

Architectural Principles for AI Medical Coding

Medical billing cannot tolerate black-box guesswork. HealthyClaim separates clinical evidence extraction from deterministic rule adjudication.

Core Challenge

"Will AI hallucinate codes and create audit exposure?"

Deterministic Adjudication

Deterministic Adjudication Architecture. AI models extract documented clinical facts; deterministic code evaluates candidate codes against CMS NCCI edits, CMS MUE data, and Medicare coverage policies. Every code candidate maintains traceability to documented facts.

Core Challenge

"How do systems avoid leaving legitimate revenue unbilled?"

Evidence-Based Evaluation

Comprehensive Evidence Capture. Evaluates documented MDM complexity and encounter time for E/M candidates, evaluates Modifier 50 bilateral criteria, checks drug waste documentation (JW/JZ), and evaluates qualifying add-on services.

Core Challenge

"How is patient data handled in the public preview?"

Synthetic & De-identified Data

Public Demo Uses Synthetic/De-identified Examples — Do Not Submit PHI. Our public research demo operates exclusively with synthetic clinical scenarios. Enterprise security and data-handling requirements will be addressed during pilot onboarding.

Core Challenge

"How will this integrate with clinical documentation systems?"

Standard Interoperability

Designed for Standard Interoperability. HealthyClaim is being developed to work alongside standard healthcare documentation workflows, generating draft artifacts in standard CMS-1500 and ANSI 837 EDI formats.

Engineering Transparency

What HealthyClaim Is NOT

Clear boundaries are essential when applying AI to healthcare revenue cycle intelligence.

Strict Boundary

NOT an LLM that Invents CPT Codes

We never permit probabilistic language models to hallucinate or guess billing codes. Candidate codes must be deterministically grounded in extracted clinical facts and authoritative code sets.

Strict Boundary

NOT a Chatbot Making Billing Decisions

AI is restricted to bounded linguistic evidence extraction. All coding, unbundling, modifier, and unit determinations are computed deterministically by verified rules.

Strict Boundary

NOT a Production Clearinghouse

HealthyClaim generates draft claim artifacts (CMS-1500, EDI 837P) for evaluation, testing, and downstream clearinghouse intake — not live electronic claim transmission.

Strict Boundary

NOT a Substitute for Human Review

When clinical documentation is ambiguous, the system surfaces clarification requests rather than making silent guesses. Certified coders retain final oversight.

Multi-Layer Accuracy Architecture

5 Independent Layers of Clinical Verification

Every single claim runs through five sequential accuracy gates before an artifact is generated. No single point of failure. No unverified assumptions.

01
Layer 1 • Clinical Evidence Extraction

Linguistic Fact Parsing & Assertion Verification

De-identifies and extracts factual clinical observations (symptoms, diagnoses, procedural details, anatomical laterality, and encounter duration). Filters out historical or ruled-out conditions to prevent false claims.

Fact Verified
02
Layer 2 • Authoritative Coding Rules

CMS NCCI Edits & MUE Unit Caps

Evaluates Column 1 and Column 2 unbundling conflicts against official CMS NCCI tables. Determines modifier eligibility and enforces strict practitioner and facility MUE unit ceilings.

NCCI / MUE Evaluated
03
Layer 3 • Coverage & Medical Necessity

Medicare LCD, NCD & Coverage Cross-Referencing

Validates diagnostic medical necessity against official Medicare Local Coverage Determinations (LCD) and National Coverage Determinations (NCD) to identify non-covered indications.

LCD/NCD Matched
04
Layer 4 • Coding Rule Evaluation

Evidence-Grounded Rule Calculations

Computes the documented E/M level via 2-of-3 MDM matrix and time analysis; evaluates Modifier 50 for bilateral criteria; splits JW/JZ drug waste per CMS Ch.17; and applies the 8-minute therapy remainder rule.

Rules Evaluated
05
Layer 5 • Draft Artifact Validation

Draft ANSI EDI 837 & CMS-1500 Formatting

Performs 5010 structural validation, diagnosis pointer mapping (1–4 pointers per line), POS facility vs non-facility rate checks, and generates draft CMS-1500, UB-04, and ANSI 837 EDI files for testing.

Formatted Draft Artifact
Core Engine

The Power of "Code & Bill"

Eliminate hours of manual chart reading, coding lookups, and modifier calculations. HealthyClaim ingests raw clinical narratives and outputs draft claim packages structured for testing and workflow evaluation.

Any Input Format

Handles SOAP notes, comprehensive H&Ps, operative reports, ED logs, discharge summaries, and scanned PDF clinical records.

Evidence-Grounded Coding

Evaluates documented E/M complexity, applies Modifier 50 bilateral rates, and captures qualifying add-on services.

Drug Waste & Timed Therapy

Automated JW/JZ drug waste line separation per CMS rules and remainder-priority 8-minute rule allocations for physical/occupational therapy.

Draft Artifact Generation

Inspect and download draft CMS-1500 PDFs, UB-04 claim forms, and standard EDI 837P / 837I files for workflow testing.

Interactive Simulator

Watch Code & Bill in Action

See how raw clinical text is converted into candidate codes, evaluated against CMS NCCI and MUE rules, and packaged for evaluation.

Clinical Note (SOAP Input) Patient: 67yo M • Medicare Part B

CHIEF COMPLAINT: Severe bilateral knee pain, right worse than left.

HISTORY: 67yo male with severe bilateral knee osteoarthritis failing 6 months of conservative PT & NSAIDs. Inability to walk >1 block.

EXAM: Severe crepitus right knee, limited ROM (0-85 deg), lateral joint space narrowing on X-ray confirmed bone-on-bone.

DECISION: High MDM. Total Right Knee Arthroplasty scheduled. Depo-Medrol 80mg injection administered for interim relief.

Adjudication & Artifact Result ADJUDICATION COMPLETE
98 Evaluation Score
Adjudication Summary: Evaluated against authoritative NCCI/MUE criteria. Documented evidence supports Modifier 25 & Drug Waste separation.
E/M Level: 99215-25 (High MDM)
NCCI Check: Clean (Mod 25 Supported)
Drug Units: J1040 (2 units + JW waste)
Necessity: LCD L33795 Compliant
Draft Artifacts:
Unified Platform

One Deterministic Engine. Four Essential Workflows.

From pre-submission claim generation to post-denial appeals, HealthyClaim covers the full spectrum of revenue cycle operations.

Workflow 01

Claim Generation (Code & Bill)

Convert raw clinical notes into draft CMS-1500 and UB-04 claims in seconds. NCCI, MUE, and modifier rules are resolved deterministically before downstream processing.

  • E/M 2-of-3 MDM & Time Auto-Leveling
  • Modifier 50 Bilateral & Add-on Inclusion
  • Instant Draft CMS-1500, UB-04 & 837P Output
Workflow 02

Prior Authorization

Map documented clinical evidence directly to payer-specific medical coverage criteria. Identify missing diagnostic tests or documentation gaps before submission.

  • Payer-Specific Criteria Matching
  • Automated Gap Detection Alerts
  • Complete Evidence-Backed PA Packets
Workflow 03

Denial Appeal Engine

Import remittance denials, classify root causes via CARC/RARC codes, reconstruct the original claim, and generate draft appeal letters with Medicare policy citations.

  • CARC / RARC Root-Cause Diagnosis
  • LCD, NCD & Payer Policy Citations
  • Recover Overturned Revenue Faster
Workflow 04

5-Level Claim Analyzer

A comprehensive pre-clearinghouse gate: evaluates syntax, structural format, clinical coding, payer adjudication rules, and predictive denial risk before transmitting an EDI batch.

  • Pre-Clearinghouse Validation
  • Dual 837P & 837I Compliance
  • Detailed Validation Error Reports
Healthcare Intelligence Core

Backed by Authoritative Healthcare Datasets

Our platform does not rely on speculative AI guessing. Every candidate code evaluation is calculated deterministically against official CMS NCCI, MUE, and Medicare coverage datasets.

3.84M+
NCCI Conflict Edits
Column 1 & 2 unbundling & modifier validation
281K+
Medical Code Authority
Standardized CPT, HCPCS, and ICD-10-CM codes
4.27M+
2026 RVU Pricing Facts
Facility & Non-Facility geographic fee schedules
8.57M+
Medical Necessity Rules
LCD, NCD, and Medicare coverage links
69K+
MUE Unit Limit Caps
Practitioner and Outpatient Hospital unit ceilings
167K+
Clinical Policy Rules
Verified payer guidelines and coverage criteria
Architectural Principle

Deterministic Adjudication — Pure Rule Execution

We treat clinical documentation with zero speculation. Code candidates, modifiers, and unit checks are evaluated against authoritative clinical and coverage rules. The AI extracts evidence; deterministic code evaluates the rules.

Workflow Integration

See HealthyClaim Workflow in Action

Watch workflow demonstration videos showing how HealthyClaim assists clinical documentation and billing workflows.

Real-Time Eligibility Verification: HealthyClaim checks patient coverage status and plan benefits directly inside the workflow — demonstrating automated benefit verification.

Automated Prior Authorization: Cross-reference clinical notes against payer coverage policies, assemble clinical documentation, and generate evidence-backed PA requests.

Intelligent Claim Appeals: When denials occur, HealthyClaim drafts targeted appeal letters citing specific LCD/NCD coverage policies and patient clinical records.

Data Privacy & Security

Designed for Healthcare Privacy & Data Security

Public Demo Uses Synthetic/De-identified Examples — Do Not Submit PHI. Enterprise security and data-handling requirements will be addressed during pilot onboarding.

Privacy-First
Synthetic demo data only
Pilot Onboarding
Enterprise security during pilot
Zero AI Training
Demo data never used for training
De-Identified Only
Do not submit actual patient PHI
Tenant Architecture
Isolated workspace design
Traceable Rules
Evidence linked to code candidates
Responsible Healthcare Data Engineering
HealthyClaim is committed to strict data privacy. Public demonstrations are strictly synthetic. Enterprise pilot deployments feature dedicated security controls.
Get Started Today

Schedule a Live Demo or Start Free

Connect with our clinical intelligence specialists to see how HealthyClaim Code & Bill can streamline your revenue cycle.

Explore Code & Bill Demonstration

Explore HealthyClaim's research platform. Review synthetic clinical documentation or request an enterprise technical briefing.

Interactive Public Demo Available
Web Demo & Technical Methodology
info@healthyclaim.com
www.healthyclaim.com

Strategic & Enterprise Relations

HealthyClaim is developing deterministic healthcare revenue cycle intelligence to eliminate billing errors and unsupportable audit risk. We welcome conversations with healthcare leaders and researchers.

Engine StatusPublic Preview / Active Dev
3.84M+ RulesAuthoritative knowledge base
Draft FormatsCMS-1500 & 837P Artifacts
Clear MoatDeterministic adjudication core
contact@healthyclaim.com
Technical briefings available upon request