Adrion Systems

AI Solutions for Healthcare

Reduce coding time, improve accuracy, and keep clinicians focused on patients.

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AI-powered ICD coding

Automate medical coding with AI that understands clinical context

Neural ICD Coding

MedBERT with Labelwise Attention assigns one attention head per ICD-10 code, highlighting the exact phrases that triggered each suggestion.

Semantic Code Retrieval

An inverted RAG pipeline normalizes clinical language, then retrieves the best-matching ICD-10 codes from a medical vector database via similarity search and re-ranking.

LLM Direct Generation

A large language model reasons across the full discharge summary — integrating lab values, procedures, and history — to generate codes with supporting rationale in one pass.

Ensemble & Confidence Scoring

All three subsystems are combined into a calibrated weighted score. Each final code carries a confidence signal that routes high-certainty cases to auto-approval and uncertain ones to human review.

Human-in-the-Loop Review

Coders review flagged cases with attention highlights, LLM rationale, and confidence scores — approving, correcting, or rejecting each suggestion. All actions feed back into model improvement.

↓ 60%
Reduction in first-pass coding time
↑ 94%
Code suggestion accuracy rate
100%
Auditable, traceable prompt rationale

Closing the gap in clinical coding

Hospitals face rising coding workloads and staffing gaps. Our ICD solution pairs LLMs with domain rules so you ship faster, reduce denials, and keep compliance intact.

Cut coding turnaround times by automating first-pass suggestions. Improve accuracy with structured validation against ICD catalogs. Keep auditors happy with traceable prompts and rationale.

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How it works

1

Ingest data

Clinical notes, discharge summaries, and lab findings.

2

Infer codes

LLM suggests ICD codes with confidence, rationale, and highlights.

3

Validate

Rule checks against ICD versions, modifiers, and payer rules.

4

Review

Coders approve or adjust with full audit trails.

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