InfoCapacity Data Risk2026-06-21
WARNING: Digital twins can create a second version of capacity if planning systems are not synchronized
Digital twins can improve production and capacity decisions, but they also create a governance risk when simulated availability, maintenance windows and asset constraints do not match the active APS or ERP plan.
Decisions exposed
- production sequencing;
- capacity commitments;
- maintenance timing;
- inventory positioning;
- customer promise dates.
What leaders should monitor
- which capacity model is authoritative;
- effective dates for simulated constraints;
- integration latency with APS and ERP;
- manual overrides and scenario approval;
- differences between modeled and demonstrated capacity.
The Dataleo angle
A digital twin should remain a scenario engine until its approved assumptions are synchronized with the governed capacity model used for operational planning.
