Trigger
A monthly demand review, weekly rolling plan, product launch, promotion adjustment, channel migration or forecast variance beyond an enterprise threshold starts the loop.
SCENARIO-DETAIL / LOCALIZED DECISION BRIEF
Business trigger: A monthly demand review, weekly rolling plan, product launch, promotion adjustment, channel migration or forecast variance beyond an enterprise threshold starts the loop.
REFERENCE_ARCHITECTURE · READBACK_VERIFY

DECISION RECORD / C.11
Source-traceable reference · pp.26–27
A monthly demand review, weekly rolling plan, product launch, promotion adjustment, channel migration or forecast variance beyond an enterprise threshold starts the loop.
Keep statistical baseline, business override and consensus demand as separate versions, then create a reviewable replenishment plan under supply constraints.
Do not merge calculations when marketplace, time bucket, currency, inventory definition or forecast version differs. For products without enough evidence, provide a range instead of invented point precision.
The planning key is explicit; baseline, override and consensus remain versioned; supply gaps are visible; approved actions return receipts; error is reviewed against the same version.
Choose one channel and planning horizon, then fix the forecast version, inventory definition and approval of business overrides.
KNOWLEDGE → COMPARISON → DIRECTION → OPTIMIZATION
The full-detail canonical evidence record remains available in Chinese. IDs, Truth classes, boundaries, and source references stay unchanged across languages.
Source-traceable reference
Compare the same operating fields before choosing a direction.
Confirm the owner, authority, human gate, and readback rule.
Define a baseline, target, owner, and observation window before claiming impact.