Discover
Inventory sources, classify information, identify users and agree the priority questions.
Applied AI
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
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.
Inventory sources, classify information, identify users and agree the priority questions.
Connect a bounded source set and measure retrieval quality, usefulness and traceability.
Add permissions, audit trails, monitoring, approval gates and a support model.