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Your Most Valuable Expert Is Also Your Biggest Operational Risk
In many industrial organizations, a single SME holds years of plant knowledge, operational patterns, and customer context entirely in their head. When they leave, retire, or become unavailable, the organization loses years of accumulated intelligence.
This case study explores how a global coatings manufacturer could turn expert knowledge into a shared, continuously compounding intelligence system.
Inside This Case Study
The most valuable operational intelligence lives inside experts.
Enterprise tools capture transactions: CRM visits, ERP batches, LIMS tests, quality reports. But the reasoning and plant-specific insights behind real problem-solving stay locked in people's heads. This creates a fragile model where critical knowledge depends on a few individuals.
What Changes When That Knowledge Becomes Institutional
Single SME dependency
Isolated plant issues
12–24 months onboarding
Knowledge lost when experts leave
Shared intelligence across teams
Cross-account intelligence across
OEMs and plants
Accelerated ramp using historicalintelligence
Structured continuity
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