Applied AI

Governed access to operational data

An active manufacturing engagement making specialist operational data easier to find and use without bypassing permissions, provenance or human approval.

Environment: Manufacturing operations · Focus: Data discovery and controlled access · Status: Active delivery; client anonymised

The challenge

Useful data, difficult access

Machine and operational data sits across specialist systems, historians, files and databases. The people who need answers may not know which source to use or how it is structured.

The engagement begins with bounded questions and known sources, then tests whether retrieval quality and provenance are good enough for practical use.

Delivery approach

Discover

Inventory sources, classify information, identify users and agree the priority questions.

Prove

Connect a bounded source set and measure retrieval quality, usefulness and traceability.

Operate

Add permissions, audit trails, monitoring, approval gates and a support model.

What changed

  • A controlled route into specialist operational information.
  • Answers linked back to identifiable source material.
  • A path from proof of value to a monitored service.
Start with one operational question