Reimagining Healthcare Intelligence with Generative AI: How HealthHive Transformed Patient Records Using AWS Bedrock

Reimagining Healthcare Intelligence with Generative AI: How HealthHive Transformed Patient Records Using AWS Bedrock

Industry

Healthcare

Teams & Services

Data Engineering

Tech & Tools

Bedrock, Lambda, StepFunction, API Gateway

Key Data Points

>96% accuracy in automated drug enrichment via FDA APIs
Consolidated related prescriptions into unified master records
Reduced API calls by building a growing internal enrichment database

The Vision

To revolutionize HealthHive’s data operations by embedding GenAI-powered enrichment and prescription matching into the core of their infrastructure—elevating data accuracy, reducing manual work, and improving clarity and context for healthcare teams and families.

The Goal

Automate and improve the enrichment and matching of prescription data in patient records using AWS Bedrock GenAI, resulting in better quality, consistency, and contextual relevance.

The Challenge

  • Manual prescription matching was time-consuming and error-prone
  • Inconsistent record formats limited data reliability
  • Lack of contextual insights made it difficult for users to understand prescription intent and details
  • The Solution

    Protagona developed a modular, cloud-native enrichment pipeline using AWS Bedrock, Lambda, Step Functions, and API Gateway:

    • Automatically enriched prescription data via OpenFDA API integration
    • Used confidence scoring and similarity matching to consolidate duplicate prescriptions
    • Created a growing internal enrichment database, reducing future API dependency
    • Delivered enriched, deduplicated data through an asynchronous API pipeline

    OUTCOMES

    This project was about more than improving data quality. It was about building trust in the information that care teams and families rely on every day. By automating prescription enrichment and intelligently matching records, we created a cleaner, more intuitive experience that helps families better understand the purpose of each medication and its potential side effects, reduces the burden on provider staff, and supports safer, more coordinated care. Protagona was a technically strong, mission-aligned partner and a genuine pleasure to work with.

    Stephen Farber, CEO

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