RETAIL & COMMERCE / SPECIALIST AGENT
Demand planning agent
Prepare demand and replenishment scenarios using approved planning inputs.
WORKFLOW · AVAILABILITY NOT CONFIRMEDWHAT THE ROLE IS FOR
A specific task.
A reviewable output.
Prepare demand and replenishment scenarios using approved planning inputs.
Context it needs
Promotion timing, sales history, lead times, stock constraints, and uncertainty.
Proposed output
A scenario brief for a retail planner.

PROPOSED WORKFLOW
From authorized request
to a specialist-reviewed result.
- 01
Scope the request
Prepare demand and replenishment scenarios using approved planning inputs.
- 02
Retrieve the permitted evidence
Promotion timing, sales history, lead times, stock constraints, and uncertainty.
- 03
Prepare the proposed result
A scenario brief for a retail planner.
- 04
Review and record the decision
Pricing, replenishment commitments, purchase orders, inventory adjustments, and customer-facing publication require business approval.
This page describes a proposed role. It does not run an agent, connect to systems, or authorize an action.
DOMAIN MEANING
Preserve the context
that changes the answer.
Keep stock states separate and preserve location, units, event time, reservations, and return status. Product descriptions must not invent attributes.
Evaluation evidence
Test whether the output is supported by promotion timing, sales history, lead times, stock constraints, and uncertainty. Include missing evidence, stale sources, conflicting identifiers, denied access, and unavailable tools.
Domain measures
- Stock-state reconciliation
- Catalog attribute accuracy
- Forecast error and review effort
Operating boundary
Pricing, replenishment commitments, purchase orders, inventory adjustments, and customer-facing publication require business approval.
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 ↗