Case Studies

Manual radiology review of 50,000+ daily chest X-rays causing 48-hour diagnostic delays and physician burnout in a network of 120 hospitals.

Deployed a custom computer vision model fine-tuned on 2.3M labeled images with multi-class pathology detection, integrated directly into existing PACS systems via HL7 FHIR API.

Compliance team of 45 people manually reviewing 10,000+ financial documents daily for regulatory compliance, with a 3% error rate causing regulatory risk.

Built a RAG-based LLM system using fine-tuned Claude with a 128K context window, Qdrant vector database for document retrieval, and a human-in-the-loop review workflow.

Monolithic PHP application serving 8M users experiencing frequent outages during peak sales events, with 6-month release cycles preventing competitive feature delivery.

Designed and executed a strangler-fig pattern migration to microservices on Kubernetes (EKS), with blue-green deployments, distributed tracing, and a service mesh architecture.

Fleet of 2,400 vehicles using static routing, burning $18M annually in excess fuel costs and suffering from 15% on-time delivery failure rate.

Built a real-time route optimization engine using reinforcement learning, integrated with live traffic APIs, weather data, and vehicle telemetry — deployed as a mobile-first driver app.