Production visibility layer
Line-level output, downtime and OEE surfaced in real time to plant and management views.
Manufacturing
Plants generate more data than the office can use. We make production signals legible, trustworthy and connected to commercial decisions.
- Real time
- Plant-to-office visibility
- -35%
- Unplanned downtime exposure
- Batch level
- Traceability
Expertise
Where we go deep
The specific competencies we bring into this sector, applied to its data shapes, compliance posture and operating cadence.
- Production and OEE visibility
- Quality data pipelines
- Plant ↔ back-office integration
- Maintenance and downtime analytics
- Traceability and batch records
- Demand and capacity forecasting
Typical projects
What we usually build here
Engagement shapes that recur across this sector, each delivered with documentation, tests and handover.
Quality data pipeline
Structured capture of inspection and non-conformance data with traceability to batch.
Planning integration
Production reality reconciled with ERP planning so commitments reflect actual capacity.
Case studies
How engagements run in practice
Anonymised engagement patterns drawn from delivery in this sector — challenge, approach and the signals we measured.
Representative engagement01 / 02
Discrete manufacturer
Challenge
Downtime causes were recorded on paper and rarely analysed.
Approach
Structured downtime capture with a reconciled OEE model per line and shift.
Outcome
Recurring causes ranked and addressed with measurable effect.
- OEE per line and shift
- Top causes ranked
- Paper records retired
Related research
Insights relevant to manufacturing
Engineering perspective connected to the constraints this sector operates under.
- Artificial IntelligenceJune 18, 20267 min read
AI readiness is an infrastructure problem, not a model problem
Most organizations stall on AI because their data, identity and process layers cannot support it — not because the models are insufficient.
- Software EngineeringMarch 24, 20265 min read
The compounding cost of untyped systems
Type safety is not developer preference. It is an operational control that removes an entire category of production incident.
Sector brief
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