Embedding AI Coding Recommendations Inside the EHR, With One-Click Writeback

An AI coding and revenue cycle platform for orthopedic practices needed its recommendations to appear where coders already work: inside the EHR. ConnectHealth supplied the SMART on FHIR interoperability layer that made that possible, reading encounter data in and writing approved codes back out.

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Customer Focus

An AI coding and revenue cycle platform serving orthopedic practices

Scope

SMART on FHIR EHR integration, encounter read/write, multi-practice interoperability

Stack

SMART on FHIR, FHIR/EHR APIs, React, Java, NestJS, Python LLM Services

Status

Delivered

Outcomes

What Changed for the Product Team

ConnectHealth removed EHR interoperability from the team's critical path, so engineering effort went into coding intelligence instead of integration plumbing.

  • Coding recommendations and E/M validation appear directly inside the active encounter
  • Approved procedure codes write back to the EHR in one click, no manual re-entry
  • 120 days of coding and provider history consolidated into a single view
  • New practice connections reuse the same interoperability foundation instead of starting a fresh integration
The Problem

Coding Decisions Were Being Reconstructed by Hand

Every coding decision depended on information that lived in separate systems, and every new EHR connection risked becoming its own integration project.

01
Manual encounter reconstruction

Coders and billers had to review diagnosis details, clinical documentation, and prior visits by hand before deciding what to bill, a process directly connected to claim denials.

02
Context had to follow the coder

Recommendations needed the patient and encounter already open in the EHR, and approved codes needed a path back into that same encounter.

03
Every practice added integration risk

Each new orthopedic practice introduced another EHR connection that had to be supported without turning onboarding into a custom integration project.

The Tech Stack

SMART on FHIR interoperability paired with a custom coding and revenue cycle application layer.

  • ConnectHealth
  • SMART on FHIR
  • SMART App Launch
  • FHIR/EHR APIs
  • React
  • Java
  • NestJS
  • Python LLM Services
  • Athenahealth
  • eClinicalWorks
What We Built

What We Built With ConnectHealth

Coding recommendations open inside the chart

ConnectHealth supported the interoperability layer behind the SMART on FHIR application, launching the coding experience with patient and encounter context already available. Coders worked without leaving the chart or copying information between systems.

  • SMART on FHIR embedded workflow
  • Patient and encounter context retrieval on launch
  • EHR read/write support for coding workflows
  • One-click code writeback into the active encounter

See what ConnectHealth can embed inside your product.

Talk to us about SMART on FHIR integration for your platform.

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Let’s #Transform Healthcare,# Together.

Partner with us to design, build, and scale digital solutions that drive better outcomes.

Location

Global Tech Teams LLC, 525 Washington Blvd, Industrious at Newport Tower, Jersey City, NJ 07310, United States.

Contact

+1 408 786 5974
contact@mindbowser.com
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