

Physics-Informed Intelligence
Combines manufacturing physics, domain knowledge, data, and AI so insights remain grounded in how real processes behave.
Fleet-Level Intelligence
Connects intelligence across machines and processes, giving teams a broader operational view rather than isolated machine-level monitoring.
Adaptive Across Processes
SMARC Advisor adapts to different manufacturing processes, assets, and operational objectives.
Built for Existing Factories
Works with available machine and process data, with additional sensing introduced where needed.




PhD in Mechanical Engineering,
Advanced Manufacturing
15+ years of advanced manufacturing research and engineering,
spanning precision machining, process physics,
AI-driven intelligence, and industrial data analytics.
My goal is to turn manufacturing data into practical intelligence that helps people make better decisions and build more competitive operations.
