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A factory floor divided between a brightly lit robotic arm under inspection and a dim, overlooked bank of server racks in shadow.

The Quality System Is Industrial AI's Blind Spot

Industrial AI certification is converging on the shop floor while agentic decision authority quietly accumulates inside ERP, MES, and quality management workflows.

A physical calibration gauge sits beside an abstract shifting cloud of light on a factory workbench, symbolizing the gap between instrument drift and model drift.

The Calibration Analogy Doesn't Hold, and That's the Real Problem

Quality teams are borrowing instrument-calibration logic for AI drift, but the metrology underneath doesn't transfer, and that gap is where audits will fail.

A robotic inspection arm hovers over a machined part on a factory line under a faint measurement grid overlay.

The Quality Agent Procurement Trap

Manufacturers rolling out agentic AI for defect detection risk picking the tool that clears procurement fastest, not the one built for auditable authority.