Autonomous coding

POWER AUTONOMOUS MEDICAL CODING WITH TRUSTED CLINICAL-GRADE DATA

Build high-performance medical coding models with expert-led annotation, structured reasoning workflows, and model-ready datasets.

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ACCELERATE AUTONOMOUS CODING

iMerit partners with leading autonomous coding startups and ambient scribe companies to deliver clinically accurate, audit-ready data pipelines. Whether you are training models to assign ICD‑10, CPT, HCC and Harmonization codes, or extracting structured outputs from unstructured transcripts and clinical documents, our expert teams and advanced platform help you scale with confidence.

WHY CHOOSE iMERIT

Where clinical precision meets operational scalability to advance the next generation of autonomous coding AI.

Certified Coding Experts

CPC, CCA, CCS, AAPC, CCP-AS, CMBS, RHIT-certified and domain-specialized teams with deep expertise across diagnoses, procedures, and risk adjustment workflows.

Structured Reasoning Workflows

Capture multistep review, arbitration, and annotation rationale to support explainable model outputs and robust QC and QA.

Smart Tooling via Ango Hub

Accelerate annotation with pre-labeling plugins, automation tools, multilingual support, and real-time quality checks.

Audit-Ready Compliance

Every correction, rationale, and label is tracked and traceable; designed for regulated use cases.

Flexible & Scalable Teams

Rapidly scale with global coders, MDs, and transcriptionists matched by clinical specialty and language fluency.

Data Security First

On-prem deployable and audited tools & services prioritize healthcare data integrity in compliance with HIPAA, GDPR, ISO 27001, and SOC2 standards. Full traceability and audit logs support FDA 510(k) and CFR 21 Part 11 compliance.

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HOW IT WORKS

End-to-End Autonomous Coding Workflow

1

Data Intake & Preprocessing

• Clean, normalize, and de-identify raw clinical notes, transcripts, or EHRs

2

Pre-Labeling & Smart Automation (Ango Hub)

• Apply AI pre-labels, NLP extraction, or template-based suggestions
• Highlight ambiguous entries for expert review

3

Expert Annotation & Coding

• Certified coders assign ICD‑10, CPT, HCC, and Harmonization codes
• Capture multistep reasoning and audit-ready rationale

4

Model-in-the-Loop QC & Validation 


• Review pre-labeled and coded data using model predictions
• Resolve inconsistencies to ensure high-quality labeling

5

Multistage QA & Audit Trail Capture

• Multi-layered review by certified coders to ensure that every code is accurate
• Arbitration to resolve edge cases

6

Delivery & Integration

• Export structured, model-ready datasets with quality
• Optimize export files to client-requested formats with precision
• Integrate seamlessly into ML pipelines
• Scale delivery via dual-shore/offshore teams effectively

7

Continuous Feedback & Optimization

• Incorporate model predictions and feedback iteratively
• Track annotation metrics, accuracy, and throughput
• Fine-tune workflows for evolving clinical or regulatory requirements

"You’ve enabled us to increase throughput of various types of annotations. Excellent responsiveness and impressive diversity of projects adopted."

Research Director
Fortune 500 Medical Device Company

USE CASES

Delivering domain-aligned solutions across scalable autonomous coding, documentation improvement, research, safety, and compliance.

MODEL TRAINING AND EVALUATION

Train supervised models to generate or validate ICD‑10, CPT, HCC and Harmonization codes with high accuracy.

Transcript-to-Code Annotation

Extract structured codes from unstructured clinical conversations and documentation.

Model-Assisted Labeling

Use predictions as pre-labels to reduce coder time and increase throughput with expert validation.

Reasoning Capture for Explainability

Embed human rationale into training data for traceable and transparent model decisions

Trusted & secure

At iMerit, data security and privacy are built into every workflow. Our platform features strict access controls, granular data partitioning, and encryption for sensitive information, and complies with data privacy regulations and compliance standards. Detailed logging, monitoring, and audit trails ensure complete transparency and traceability, keeping every interaction with your data secure and accountable.

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Audit-Ready AI: Solving Real-World Challenges in Autonomous Medical Coding

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What Sets iMerit Apart in Autonomous Medical Coding

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How iMerit Ensures Data Security

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DOWNLOAD SOLUTION BRIEF

Getting
Started!

Our experts, tools, and workflows are ready to help you build smarter, safer, and more scalable autonomous coding solutions.

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