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

98%

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 98% with human QA overlay. 

Highlights

Key Capabilities

A focused Coder Workbench + NLP engine built for Medicare Advantage, Medicaid, and ACA — delivering first-pass accuracy without sacrificing audit defensibility.

85–90%
First-pass accuracy via NLP alone
98%
Accuracy with human QA overlay
3 LOBs
MA, Medicaid, and ACA supported
02

Coder-Friendly Workbench

Prioritize charts by suspecting, risk value, member priority, and completeness — with built-in QA tools and audit trails.

03

AI-Powered Chart Triage

Auto-route charts to coders based on complexity, documentation quality, and member risk impact.

04

Audit-Ready Documentation

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

05

Multi-LOB Coding Compliance

Supports HCC, RxHCC, Medicaid models (CDPS), and ACA HHS-HCC abstraction — all in one workflow.

06

Integrated QA & Recapture

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

07

Flexible Deployment

Use with in-house coders, Invent Health services, or third-party vendors. Cloud-based, scalable, and secure.

See the Coder Workbench in action

Book a 30-minute walkthrough — bring your charts and leave with an accuracy benchmark.

Schedule a demo
Highlights

Why Clients Choose Invent Health

How the traditional coding approach stacks up against our NLP-first Coder Workbench — across speed, accuracy, audit readiness, cost, and coder experience.

The headline gap

First-pass coding accuracy

Other vendors (coder-only review)
75–80%
Invent Health (NLP + QA overlay)
98%
+18–23 points improvement in first-pass accuracy
Traditional Approach
Invent Health

Speed & Scalability

Manual triage and review slow turnaround.

NLP-first abstraction with auto-triage accelerates throughput.

Accuracy

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

85–90% NLP accuracy; up to 98% with QA overlay.

Audit Readiness

Disconnected notes, minimal traceability.

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

Cost Efficiency

High rework costs, redundant coding.

Streamlined workflows, higher coder productivity, fewer errors.

User Experience

Disjointed coder tools, difficult to scale.

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

Health Plans

Coding Vendors / BPOs

Internal Coding Teams

Medical Groups

Contact us

Coder Workbench &
NLP Solution

Schedule a live demo of our Coder Workbench and NLP solution.

Our Blog

Healthcare Insights,
Made Simple

Explore expert perspectives on risk adjustment, AI-powered analytics, and healthcare innovation. Stay informed with actionable insights designed for health plans, providers, and managed care organizations.

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