AI-Powered Diagnostic Support Automation
Key Outcome Accomplished
60% Reduction in Report Generation Time
Project Overview
Company Size
Mid-Market (200+ employees)
Location
GCC (UAE)
Duration
10 Weeks
Team Composition
- 1 AI Architect
- 2 ML Engineers
- 1 Backend Engineer
Tech Stack
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Business Challenge
A leading diagnostics chain was facing a massive backlog of imaging reports. Radiologists were spending 40% of their time formatting and drafting text rather than analyzing images. They needed a secure way to automate the drafting process without compromising accuracy.
Technical Complexity
Maintaining strict patient data privacy (HIPAA equivalent in GCC). Integrating advanced LLMs into an air-gapped on-premise hospital network. Fine-tuning models to understand specific medical terminology.
The Execution
We deployed a customized, self-hosted LLM solution using Llama 3 and LangChain. The system ingested preliminary findings and automatically generated structured, professional reports. All processing was done within the client's secure network.
Quantified Business Impact
- 60% reduction in report generation time
- Zero data leakage / 100% compliance maintained
- Radiologist throughput increased by 35%
- Reduction in formatting errors