Operational Friction & Inefficiencies
Apex Medical Diagnostics spent hundreds of manual hours auditing clinical charts against internal guidelines. They needed a secure solution that could index medical documents semantically but prevent patient health information (PHI) leakage to third-party public cloud endpoints.
Custom Systems Architecture Deployed
S8N designed and deployed a private vector index pipeline inside Apex's AWS Virtual Private Cloud. We hosted quantized Llama 3 70B models on dedicated GPU nodes, established hybrid dense-and-sparse indexing, and integrated document-level access permissions to respect clinical folder visibility.
Quantifiable Scale & ROI
Clinical audit processing latency dropped from 15 minutes to under 1.2 seconds, with an audited precision rate of 99.4%, resulting in a 92% audit throughput acceleration and 0% external cloud data exposure.
