From the first release to AI-assisted medical coding

Since 2006, EffectiveSoft has partnered with TruCode (now part of TruBridge) to develop and continuously enhance its medical coding software. What began as a desktop application has evolved into a connected platform spanning desktop, cloud, and web environments, with AI-enabled capabilities.

Medical coder reviewing patient records on a computer

Client

TruBridge

Industry

Healthcare

Country

USA

Service

Product engineering

Solution

AI-enabled medical coding platform

THE PRODUCT FOUNDATION

From concept to commercial product

The partnership began with a proof of concept for a drug search application in 2006. EffectiveSoft's proposed architecture won a competitive selection, leading to the development of TruCode's core desktop medical coding product and its first commercial release in 2007.

Medical coding required a more efficient and reliable approach. Coding errors could affect reimbursement, lead to denied claims, and create compliance risks. The goal was to give medical coders a faster, more consistent way to assign and validate codes.

EffectiveSoft developed the desktop application from the ground up, designing its interface, implementing core business logic, and integrating the calculation components needed to support medical coding and reimbursement workflows.

Medical coding paperwork stacked on a desk

CLOUD AND WEB TRANSFORMATION

Making medical coding accessible across healthcare systems

TruBridge Encoder Essentials brought core medical coding capabilities into a HIPAA-compliant cloud environment on Microsoft Azure. Its embeddable components allow healthcare organizations to integrate coding functionality into existing medical software, including EHR systems.

EffectiveSoft also developed a web-based version of the desktop encoder, modernizing the application architecture, redesigning the user interface, and introducing new functionality and streamlined workflows.

Together, these developments expanded access to TruBridge's medical coding capabilities while supporting a more consistent experience across product versions.

AI PRODUCT DEVELOPMENT

Bringing AI assistance into medical coding workflows

EffectiveSoft developed AI-powered capabilities to support two key areas of medical coding: assisting coders in their daily work and helping internal teams maintain coding content.

The team built a retrieval-augmented AI assistant that gives medical coders access to relevant coding references, contextual explanations, and supporting information directly within their workflow, without switching between systems.

For the coding content team, EffectiveSoft developed AI-powered checks to analyze relationships between codes, identify potential inconsistencies, and suggest updates as coding requirements change. Specialists review AI-generated recommendations before publication.

The AI functionality was implemented using Azure OpenAI, supporting the integration of AI capabilities within TruBridge's existing technology environment.

“I am always confident of the thoroughness of the research and the design of the solution.”

“I am always confident of the thoroughness of the research and the design of the solution.”

Thomas Golden

·

TruBridge (formerly TruCode), USA

IMPACT

Redefining medical coding through technology and AI

Over two decades of collaboration, EffectiveSoft has helped TruBridge transform its original desktop encoder into a comprehensive medical coding solution spanning desktop, cloud, and web environments.

Throughout this evolution, EffectiveSoft has remained a long-term engineering partner, modernizing the platform, expanding its capabilities, and introducing AI-powered solutions to support medical coding workflows.

20 years

long-term partnership

End-to-end

product engineering

AI-assisted

coding efficiency

WHAT’S NEXT

Advancing toward intelligent coding automation

Building on its AI-assisted workflows, EffectiveSoft is exploring the next stage of medical coding automation: using AI to analyze clinical documentation, extract relevant information, and suggest appropriate medical codes for specialist review.

This initiative aims to reduce manual effort, accelerate the coding process, and allow medical coding professionals to focus on tasks requiring their expertise and judgment.

Ready to take your healthcare product into the AI era?