Smarter Coding.  Faster Reviews.  Audit Ready from Day One. 

Coding & NLP

AI-powered Coder Workbench and NLP for end-to-end risk adjustment precision.

Health plans and coding vendors alike face pressure to accelerate abstraction timelines, reduce manual errors, and ensure documentation integrity—all while preparing for increasing regulatory scrutiny. 

85% - 90%

With NLP alone

95%

With human QA overlay

Focused office colleagues working on laptop with serious faces
Coding & NLP

Overview

Invent Health’s Coder Workbench, powered by our proprietary Natural Language Processing (NLP) engine, transforms traditional coding into a streamlined, high-accuracy workflow. Whether used by in-house teams or outsourced vendors, our platform boosts coder productivity, accuracy, and audit defensibility. 

Built for Medicare Advantage, Medicaid (Medi-Cal), and ACA lines of business, Invent Health’s coding platform delivers first-pass accuracy of 85–90% via NLP alone, and up to 95% with human QA overlay. 

Highlights

Key Capabilities

Young male programmer making presentation of decoded language to colleague

NLP-Driven Abstraction

Surface HCCs, suspected conditions, missed opportunities, and documentation gaps from unstructured chart data in seconds.

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Coder-Friendly Workbench Interface

Prioritize charts based on suspecting, risk value, member priority, and chart completeness. Integrated QA tools and audit trails included.

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AI-Powered Chart Triage

Automatically route charts to coders based on complexity, provider documentation quality, and member risk impact.

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Audit-Ready Documentation

Full lineage from chart to HCC capture to validation—supporting RADV, MAO-004, and internal coding audits.

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Multi-LOB Coding Compliance

Supports HCC, RxHCC, Medicaid-specific models (e.g., CDPS), and ACA HHS-HCC abstraction—all in one place.

Programmers working with new software in team

Integrated QA & Recapture Tracking

Run first-pass, second-pass, and third-level reviews. Track recapture rates, coder performance, and condition validation status.

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Flexible Deployment

Use with your internal coders, Invent Health coding services, or third-party vendors. Cloud-based, scalable, and secure.

Highlights

Why Clients Choose Invent Health’s Coder Workbench + NLP

Other vendors

Traditional Approach

01

Speed & Scalability

Manual triage and review slow turnaround

02

Accuracy

75–80% first-pass accuracy with coder-only review

03

Audit Readiness

Disconnected notes, minimal traceability

04

Cost Efficiency

High rework costs, redundant coding

05

User Experience

Disjointed coder tools, difficult to scale

Invent hEALTH

Invent Health Advantage

01

Speed & Scalability

NLP-first abstraction with auto-triage accelerates throughput 

02

Accuracy

85–90% NLP accuracy; up to 95% with QA overlay

03

Audit Readiness

Complete source-to-HCC audit trail for RADV & CMS reviews

04

Cost Efficiency

Streamlined workflows, higher coder productivity, fewer errors 

05

User Experience

Clean, intuitive workbench with role-based dashboards

Other vendors

Traditional Approach

01

Speed & Scalability

Manual triage and review slow turnaround

02

Accuracy

75–80% first-pass accuracy with coder-only review

03

Audit Readiness

Disconnected notes, minimal traceability

04

Cost Efficiency

High rework costs, redundant coding

05

User Experience

Disjointed coder tools, difficult to scale

Invent hEALTH

Invent Health Advantage

01

Speed & Scalability

NLP-first abstraction with auto-triage accelerates throughput 

02

Accuracy

85–90% NLP accuracy; up to 95% with QA overlay

03

Audit Readiness

Complete source-to-HCC audit trail for RADV & CMS reviews

04

Cost Efficiency

Streamlined workflows, higher coder productivity, fewer errors 

05

User Experience

Clean, intuitive workbench with role-based dashboards

Sample Use Case

Plan Overview

MA & ACA members
0
Charts processed per year
0

Coding Model: HCC RxHCC HHS HCC

Workflow: NLP pre pass Coder review QA validation 

Sample Use Case

Outcomes

Coding Accuracy. Up from 78%.
0 %
Decrease in Turnaround time
0 %
Increase in coder productivity
0 x
Traceability with NLP-sourced HCCs
0 %
Coding & NLP

Who It's For

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Coder Workbench &
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