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EVENT: Bosch demonstrates AI-based inventory intelligence for MRO and production materials

WARNING: Frontloaded ocean shipping makes late-summer demand signals harder to read

Forecast Consumption Is a Decision Rule, Not a Technical Detail

Forecast vs. actual: why protocol design breaks clinical supply plans

Using confirmed future orders to improve chemical demand forecasting

US Manufacturers Front-Load Orders While Factory Employment Falls

Agentic AI economics require value ownership beyond token-cost tracking

Thomas Barciet