From Shared Data to Shared Understanding

White Paper

Details

Defence organisations are investing heavily in AI, digital transformation, and multi-domain operations. Yet the challenge is no longer simply moving data between systems. It is ensuring that people, platforms, and AI can interpret that information consistently enough to support timely, defensible decisions.

This white paper explores why semantic interoperability has become a strategic requirement for defence and national security organisations. It examines how ontologies and structured knowledge foundations enable shared understanding across commands, nations, systems, and mission partners, reducing ambiguity and improving operational alignment. Drawing on defence use cases and NATO's focus on semantic reference models, the paper outlines why trusted, explainable AI depends on more than data alone.

It also highlights how the Janes Ontology and Knowledge Graph help transform validated defence intelligence into a reusable knowledge layer that supports interoperability, AI adoption, coalition operations, and decision advantage.

What You'll Learn

By downloading this white paper, you will learn:

Why semantic interoperability is becoming as important as technical interoperability for defence and national security organisations.
How ontologies provide a common understanding of entities, capabilities, events, and relationships across people, systems, and AI.
Why AI effectiveness depends on trusted, contextualised, and governed knowledge foundations, not simply access to more data.
How semantic foundations support interoperability, coalition readiness, and multi-domain operations across mission partners.
The role of explainability, provenance, and traceability in delivering decision-grade intelligence.
How the Janes Ontology and Knowledge Graph help organisations move from data exchange to shared understanding and decision advantage

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