A planner reviews demand around a promotion with limited stock and supplier lead times.
RETAIL & COMMERCE / USE CASE
Promotion-aware replenishment
A planner reviews demand around a promotion with limited stock and supplier lead times.
SCENARIO BLUEPRINT · NOT A CLIENT RESULTThe situation
to improve.
A planner reviews demand around a promotion with limited stock and supplier lead times.
Keep stock states separate and preserve location, units, event time, reservations, and return status. Product descriptions must not invent attributes.
Relevant teamsMerchandising & category teams · Commerce operations · Supply & demand planning · Customer service
THE PROPOSED WORKING EXPERIENCE
Bring the evidence together.
Keep the next step reviewable.
Compare forecasts with the current baseline; expose constraints and uncertainty; prepare scenarios.
A replenishment proposal for planner selection.
This is a design scenario. It does not claim an implementation, measured benefit, or released integration.
Data, AI, and
the decision boundary.
Data foundation
Sales history, promotion period, stock constraints, lead times, and planning assumptions. Preserve source references, relevant versions, ownership, and the agreed access scope.
AI and workflow role
Compare forecasts with the current baseline; expose constraints and uncertainty; prepare scenarios.
Human review
Pricing, replenishment commitments, purchase orders, inventory adjustments, and customer-facing publication require business approval.
How to evaluate this scenario
Time-aware forecast error, stock constraints, and decision-review effort.
Compare the assisted task with the current process using the same representative cases. Include missing records, conflicting context, access restrictions, stale sources, and unavailable tools.
Exceptions to keep visible
- Information that is missing or not current
- Unresolved source or entity relationships
- Unsupported interpretations or proposed actions
- Reviewer corrections and outstanding approval
A scoped next step
Agree one task, a permitted evidence sample, an accountable owner, and the result that would be useful to review.
RETAIL & COMMERCE / A FOCUSED DISCUSSION
Explore this workflow
with your domain team.
Bring permitted examples, the relevant source owners, and the acceptance criteria your reviewers need.
Discuss this use case ↗