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Composite scenario: How a global manufacturer ended the era of tribal knowledge by giving every plant engineer the same agentic assistant — one that reads every work order, every manual, and every fix that ever worked anywhere.
Illustrative blueprint — a composite scenario, not a description of a specific client engagement.
Composite scenario: Decentralized knowledge across 12 plants created inconsistent maintenance responses and repeat failures. The best fix for a given fault was known at one site and re-discovered painfully everywhere else. Shift changes lost context, and root-cause analyses rarely made it back into the knowledge base.
The blueprint would deploy agentic RAG across the maintenance corpus, with escalation to on-call engineers below agreed confidence thresholds. Every resolved incident feeds the corpus on close.
“Illustrative stakeholder perspective: We stopped losing the good answer every time someone rotated off shift. The agent carries the memory of every plant, every fault, every fix.”