Physical AI: What It Means for Manufacturing

Key Points * Physical AI reads real physical conditions through sensors (vibration, temperature, current, ultrasound) and produces a decision about an asset, such as "this pump's drive-end bearing has an early-stage defect." * It differs from software-only AI because its inputs are noisy, continuous measurements governed by physics, and because the cost of a wrong answer is a missed failure or a wasted trip to the machine. * In manufacturing, the most mature use of physical AI today is condi