GOING
PHYSICAL.

VIBRATION. TORQUE. PRESSURE. VIDEO. SOUND. YOUR FACTORY FLOOR IS FULL OF SIGNAL. 98% OF THIS INDUSTRIAL DATA IS UNUSED TODAY. WE'RE FIXING THAT.
[01]
PHYSICAL
AGENTS
VISION QUALITY AGENT — catches defects and process violations before they ship.

ANOMALY & MAINTENANCE AGENT — predicts failures before they stop the line.

OPERATIONS PLANNING AGENT — replans in real time when reality shifts.
[TRANSFORM OPERATIONS]
[DEPLOY IN DAYS, NOT MONTHS]
FEWER DEFECTS. LESS DOWNTIME. LONGER ASSET LIFE. DEPLOYED IN WEEKS, NOT MONTHS.
[WE'RE INDUSTRIALIST BUILDING]
[WHAT WE WISHED EXISTED]
WHO WE ARE
[03]
Brainchild and former Global VP at ABB, real-world technologist devoted to bringing top software and industrial talent to the hardest problems.
KYLE EDWARDS
Former MIT professor and Physical AI pioneer, ex-VP Product at HEAVY.AI (NVIDIA), specializing in digital twins and geospatial intelligence.
DR. MICHAEL FLAXMAN
Industrial technology leader across AVEVA, AspenTech, Bentley, and Microsoft, driving enterprise asset performance and industrial data systems globally.
OSSAMA TAWFICK
Industrialist and former investment VP leading $1M–$1B+ deals across private equity, bringing deep transactional discipline and operator mindset.
JOSEPH KELLY
[WE WANT YOU]

SEEKING ELITE TALENT AT THE INTERSECTION OF INDUSTRY AND SOFTWARE.