downtime-reduction
(3)
Squint
Squint is a San Francisco Manufacturing Intelligence company that uses AI and augmented reality to capture the know-how of experienced factory operators and hand it back to the whole floor. Through a mobile app that recognizes machinery the way FaceID recognizes faces, Squint turns scattered tribal knowledge into instant, contextual guidance - cutting training time, reducing downtime, and standardizing work across hundreds of Fortune 500 factories.
ControlRooms.ai
ControlRooms.ai is an Austin-based industrial AI company that builds an AI-assisted troubleshooting platform for heavy industry - chemical, energy, and materials producers. Instead of relying on static, pre-programmed rules, its software learns a plant's normal behavior on its own and flags anomalies in real time across thousands of sensor parameters, helping operators catch small problems before they become unplanned trips, flaring events, or costly downtime. Founded in 2021 by serial AI entrepreneur Monte Zweben and Omar Talib, the company raised an oversubscribed $10M Series A in 2023 led by Origin Ventures and is live at industrial leaders including OCI Global and Ardagh Group.
Augury
Augury is an industrial AI company that helps manufacturers hear what their machines are trying to say. By bolting IoT sensors onto pumps, motors and fans and feeding their vibration, temperature and magnetic data to machine-learning models, Augury predicts and prevents mechanical failures before they cause unplanned downtime. Founded in 2011 in Israel and now headquartered in New York, the company pioneered the 'Machine Health' category, expanded into 'Process Health' for production-line optimization, and serves 500+ manufacturers including PepsiCo, Colgate-Palmolive, Hershey, DuPont and Heineken. It reached unicorn status in 2021 and maintained a $1B+ valuation with a $75M Series F in 2025.