Warehousing & Inventory Governance via Ontology
Replacing ad hoc warehouse data models with a shared ontology so inventory, location, and capacity data stay consistent across sites and systems.
The business problem
Multi-site warehouse operations tend to accumulate one data model per site, or per WMS vendor. “Available capacity” means something slightly different in each system, and reconciling them for network-wide planning becomes a spreadsheet exercise that’s stale the moment it’s finished.
The value case
A shared inventory ontology, with SHACL shapes enforcing what “available,” “reserved,” and “in-transit” mean everywhere, gives network planners one consistent query surface instead of N site-specific ones. The near-term win is faster network-wide capacity reporting; the compounding win is that every new site or acquired warehouse onboards against a stable contract instead of a bespoke integration project.
Where this has legs
Directly reuses the modular ontology and SHACL governance patterns already established in production for cross-team ontology adoption — same discipline, applied to a operations dataset instead of a knowledge-graph-native one.