Intangible Partners
Why manufacturing execution breaks down
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07 The ROI Map Where to pilot first.

Do not boil the ocean. Pilot one exception class.

Not every workflow is worth automating. The right first pilot is narrow, measurable, and lives where exceptions cost the most. We mapped the seven exception classes that came up most often against two axes leadership actually cares about: business impact and speed to value.

  1. 01Job readiness and scheduling exceptions (high impact, fast to value, in the best pilot zone)
  2. 02Materials reality and inventory exceptions (high impact, fast to value, in the best pilot zone)
  3. 03Shift handoff and exception routing (high impact, moderate speed to value)
  4. 04Maintenance triage and PM triggers (moderate impact, moderate speed to value, in the best pilot zone)
  5. 05SOP and training verification (moderate impact, slow to value)
  6. 06In process quality gates (low impact, slow to value)
  7. 07Order promise control (low impact, slow to value)
Bubble size is roughly how often the survey surfaced that exception class. Up and to the right wins: narrow, measurable, fast.
The best pilot zone. What these actually are.
01 Job readiness and scheduling exceptions Watches the gap between scheduled to start and actually ready to start. Flags missing materials, tooling, or operator coverage before the line releases work it cannot finish.
02 Materials reality and inventory exceptions Reconciles ERP on hand against what the floor can actually grab. Catches phantom inventory and mis-staged kits before they cascade into stockouts and expediting.
03 Shift handoff and exception routing Picks up open exceptions at end of shift and routes them to the right named owner on the next shift, with context attached. Replaces verbal handoffs and email blind spots.