The input side of AI: industrial cameras, 3D cameras and LiDAR to see; sensors and DAQ to measure; gateways and cellular modules to move the data. Quality here sets the ceiling for everything above it - a defect the optics cannot resolve is one no model can classify, and a signal never sampled is one no amount of compute can reason about.