Manufacturing playbook
AI for manufacturing — without another QA hire on the payroll.
Computer-vision triage, predictive maintenance, operator handoff redesign. The Handover Method applied to the workflows that move OEE, scrap rate and capacity-per-shift.
The patterns we keep walking into
Four operational patterns that show up across the sector, regardless of plant size or product line.
QA bottleneck masked as a hiring problem
Defect triage piles up at end-of-line. Adding inspectors moves the queue but not the rate. The fix is upstream — flag patterns 30 seconds earlier, not 30 seconds slower.
OEE numbers your operators don't trust
If the floor overrides the dashboard daily, the dashboard is wrong, the data pipeline is broken, or the metric formula doesn't match operating reality. AI on top of distrusted data inherits the distrust.
Maintenance scheduled by calendar, not by signal
Calendar-driven maintenance buys insurance you don't need on machines that are fine and skips the ones that are silently degrading. Signal-driven maintenance trades calendar predictability for capacity.
Operator knowledge that walks out the door at retirement
The senior operator who knows when the line is about to drift takes 15 years of pattern recognition with them. That pattern recognition is exactly what an AI workflow encodes — if you capture it before they leave.
Why The Handover Method fits manufacturing
Production environments don't tolerate consultants who linger. The Handover Method's close-on-handover, built-in progress reviews and runbook transfer map directly to how plant managers think: pilots that finish, ownership that transfers, and a written SOP your shift supervisor can run.
- Work focused on one workflow, from the floor map to the handover
- Runbook handover hands operating control of the workflow to your team at close
- Built-in progress reviews, with the calls recorded in the decision log
What a manufacturing pilot looks like
Each phase ends with a progress review that checks baseline and direction against what discovery showed. The decision log captures the call.
Phase 1
Setting the baseline + workflow map
Walk the floor, align the KPI baseline with finance, document the workflow as it runs today (not as the SOP claims). Decision log opens.
Phase 2
AI workflow design + progress review
Design the AI workflow against the documented baseline. The progress review checks whether the baseline and the direction of the work still match what discovery showed. If needed, we adjust direction, and the decision log captures the call.
Phase 3
Build, integrate, parallel-run
AI workflow built and integrated with existing systems. Parallel-run alongside the current process so operators see both readings in real time.
Phase 4
Switchover + runbook draft
Operators take the AI workflow as the primary path. Manual runbook drafted in parallel — the version your shift supervisor will own.
Closeout
Handover + close
Runbook taken over by the operating team. Decision log handed over. Engagement ends.
What this looks like in practice
Three case studies from the sector — outcomes named, no fictional client logos.
manufacturing
Continuous-process optimization for a glass furnace
Every shift ran the furnace slightly differently, and by the time monthly reports surfaced the drift, the margin was already gone.
Read casemanufacturing
Flexible steel production aware of energy cost
A heavy-industry producer needed to align production scheduling with volatile energy prices without hurting output.
Read caseprofessional-services
Field-services data pipeline that matches the SLA
Field data was logged on equipment in the morning and surfaced to client teams two days later — the lag was eating every SLA commitment.
Read caseOperational questions before week one
The three questions that come up before every kickoff.
No. The first phase is a baseline + workflow walk; we work from your existing data exports and operator interviews. Wider plant access is arranged only once it is clear what the pilot needs.
Want this run on your floor?
30-minute call, written agenda, no follow-up unless you ask.