The Merchandiser Agent supports merchandise planning workflows. It helps merchandise teams analyze changes, explain drivers, and compare actions before a buy decision is made. Rather than replacing the merchandiser's judgment, it acts as an analytical partner, surfacing what moved, why it moved, and what the options are, so decisions are made on evidence rather than intuition.
The Agent works directly against your merchandise financial planning data, reading the same figures teams see on the Screen. It can investigate how a category is tracking against plan, trace performance back to its underlying drivers, quantify the exposure, and lay out the trade-offs between possible responses. This turns work that used to take hours of manual comparison across categories, channels, and periods into a guided, conversational analysis.
This article covers:
What the Merchandiser Agent does
Key capabilities
Use cases
What the Merchandiser Agent does
The Merchandiser Agent works where merchandise teams plan. It helps users understand category performance, identify risk and opportunity, and compare possible planning actions. It sits alongside the merchandiser throughout the planning cycle, turning raw movements in the data into a clear, ordered picture of how categories are tracking and what to do about it. Instead of manually reconciling figures across categories, channels, and periods, teams can ask a question in plain language and get a structured, evidence-backed answer grounded in their own data.
The Agent is built to follow the way merchandisers actually reason — starting from what moved, narrowing to where it matters most, explaining why, and only then weighing the options ahead of a buy. Each step builds on the last, so the analysis stays transparent and the merchandiser can see how a conclusion was reached.
The Merchandiser Agent can help users:
Quantify variance and stock health. The Agent measures performance against plan and prior years across the categories and periods in view — sales, margin, units, ASP, and markdown — so teams start from precise numbers rather than an impression that something looks off.
Rank issues by impact. Not every variance deserves attention. The Agent orders category flags by size and materiality, concentrating the merchandiser's focus on the few movements that actually drive the result and filtering out the noise.
Connect each flag to its driver. Beyond flagging that a number moved, the Agent traces it back to its source — distinguishing price-led from volume-led movement, or markdown pressure from genuine demand — so teams understand the underlying cause, not just the symptom.
Compare scenarios before the buy. When a buy decision is on the table, the Agent lays out the possible actions side by side, quantifying the exposure and trade-offs of each, so merchandisers can pressure-test a decision before they commit to it.
Key capabilities
The Merchandiser Agent supports the following capability pattern.
Capability | What the FP&A Agent does |
|---|---|
Analyze | Quantifies variance and stock health, ranked by impact. The Agent measures performance against plan and prior years across the categories and periods in view — sales, margin, units, ASP, and markdown — then orders the results by size and materiality, so teams begin from precise figures and focus on the few flags that actually drive the outcome rather than the many that don't. |
Explain | Ties each flag to a driver. Rather than stopping at "this number moved," the Agent traces the movement back to its source — separating price-led from volume-led performance, or markdown pressure from genuine demand — so merchandisers see the underlying cause instead of the surface symptom. |
Simulate | Compares scenarios before the buy so users can review possible actions before they commit a decision. When a buy is under consideration, the Agent lays out the possible responses side by side and quantifies the exposure and trade-offs of each — letting teams pressure-test a decision before they act on it. |
Together, these three capabilities take a merchandiser from what changed through why it changed to what to do next, keeping every step transparent and grounded in the team's own data.
Use cases
The Merchandiser Agent can support the following use cases.
Capability | What the FP&A Agent does |
|---|---|
MFP category management | On the Merchandise Strategic Plan, the Agent tiers each category as Growth, Core, or Decline. It names the YoY (year-over-year) driver and flags markdown dependency so users can classify the plan with supporting evidence before it locks. |
OTB risk and opportunity | On the Open-To-Buy Health Check, the Agent ranks planning groups by commercial impact. It flags overbuy and underbuy, challenges intake, and turns high-risk flags into a focused worklist. |
Allocation and replenishment intelligence | On the Score Card, the Agent ranks SKUs by alert score, identifies the root cause of each flag, and proposes a replenishment or allocation action so users can prioritize the right products. |