
RIOS
AI-driven retail intelligence system that converts in-store behavior into decision signals.
Transforms shelf interactions into actionable insights for pricing, placement, and inventory.
I build systems that turn data into decisions across models, APIs, dashboards, and deployment.

AI-driven retail intelligence system that converts in-store behavior into decision signals.
Transforms shelf interactions into actionable insights for pricing, placement, and inventory.

Predictive system that classifies upgrade intent and links results to CRM actions.
Turns predictions into segmentation and actionable customer strategies.