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Wall SOPs yellow while work-order routings advance. Work instructions must release with the order version operators actually run.
Pay by handwritten piece tickets while MES tracks reporting—and data will be optimized for the wallet. Incentives must match system reporting or output is not trustworthy.
Clean demo sets collapse on real error tickets in production. Build evaluation sets from historical work orders, rejections, and complaints—and add new failures regularly. No pass, no production.
When HS codes change, historical exports still claim refunds under old codes. Changes need versioned history—or audits cannot reconcile filings.
Go-live plans that list features only leave account cleanup, backup restore, and rollback on paper. Security drills must run before production cutover.
Supply chain finance promises to unlock receivables and inventory—but banks need trustworthy data. Unclear terms, inflated stock, failed three-way match kill deals and collapse post-loan. Finance follows credible books.
Pilots fail to reach production usually not because models are outdated—but because there is no eval set, no online monitoring, and no one-click rollback. Add those three before calling agents enterprise capability.
After sample approval, a verbal dimension change and mass production to old emails—claims start here. Sample-to-bulk must lock spec versions; changes go in writing.
After peak-valley pricing, the same output can cost very different amounts. If energy stays in logistics bills, scheduling will not yield to peak hours. Write load and price windows into scheduling—or energy savings stay a month-end review.