Riley Strom

I’m a Senior AI/ML Engineer specializing in computer vision and generative AI, with a track record of architecting and leading agentic, RAG-based, and CV-driven solutions across cloud and on-prem environments. I focus on measurable operational impact and regulatory-compliant deployment, not just model performance.

At Medical Metrics, Inc., I directed deployment of a RAG-based GenAI document intelligence platform for ~50 employees, cutting processing time 40%. I also architected agentic AI solutions—including prompt engineering, RAG, and custom forecasting models—with full CI/CD ownership for an external base of several hundred users.

I owned model development lifecycle for production image-processing pipelines, from data strategy through deployment, and I founded and scaled the company’s medical x-ray AI model line as the sole technical owner of the initial release. Beyond modeling, I migrated legacy VBA tooling to Python (Pandas/OpenPyXL) as a maintained internal software package, trained semantic segmentation and object detection models using a teacher-student labeling approach, and built an OCR pipeline using vision transformers with LLM-based interpretation to automatically flag PHI/PII.