About this report.

Findings draw on responses from 235 senior manufacturing operations leaders, including 233 written workflow narratives and 177 cost quantified cases.

We build AI agents for small and mid-market manufacturers that close the gap between the production plan and what is actually happening on the floor, so exceptions get caught, routed, and resolved before they become missed promises.

We work shoulder to shoulder with operations leaders. We do not replace your ERP, your MES, or your team. We make the floor visible to the system, and the system useful on the floor.