
How to scope immersive training for safety-critical operations
A practical framework for defining immersive training users, scenarios, evidence and deployment requirements before selecting VR, AR or MR technology.
Insights / Field notes
Practical perspectives on defining, governing and deploying Extended Reality, Artificial Intelligence and integrated XRAI capabilities.
Latest perspectives
These notes focus on the decisions organisations need to make before and during delivery. They avoid trend reporting and technology theatre.

A practical framework for defining immersive training users, scenarios, evidence and deployment requirements before selecting VR, AR or MR technology.

Understand the practical differences between a 3D model, digital twin and AR spatial-guidance system, and when each creates operational value.

A practical governance model for AI decision-support systems covering accountability, data, human oversight, confidence and operational monitoring.
Editorial position
XRAI publishes to make programmes clearer: sharper requirements, more realistic delivery choices and better questions about evidence, governance and adoption.
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If one of these topics reflects a live programme, share the context and we can help frame the appropriate next step.
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