01
Audit collection exposure, stock age & size health
Deliverable: Collection Sell-Through DiagnosticIngest Shopify orders, variant inventory levels, receipt/cohort age bands and optional GA4 item-list view/click events.
← All appsSell-through Merchandising Agent How it works
02 / WORKFLOW GUIDE · Operations & growth
How Sell-through Merchandising Agent works.
Follow the inputs, review rules and handoffs — from your first sample to a human-approved output.
Early access — concierge onboarding- 01Audit collection exposure, stock age & size healthCollection Sell-Through Diagnostic
- 02Select collection goal & pin guardrailsCollection Merchandising Rule Sheet
- 03Review ranked moves & plain-language rationaleApproved Collection Sort Queue
- 04Approve changes & review the pilotMerchant Approval & Collection Change Record
Step-by-step operational pipeline
Review Shopify sales, variant stock depth, supplied stock-age cohorts and optional verified GA4 engagement to prepare manual collection-order recommendations. Agree the merchant’s goal, preserve campaign pins and record approval before any changes.
02
Select collection goal & pin guardrails
Deliverable: Collection Merchandising Rule SheetChoose the collection mode (Sell Down Aging Stock, Push New Drop, Balanced or Discovery) and lock pinned hero positions.
03
Review ranked moves & plain-language rationale
Deliverable: Approved Collection Sort QueueInspect proposed position changes, stock-age and size-completeness signals, and GA4 confidence status before approval.
04
Approve changes & review the pilot
Deliverable: Merchant Approval & Collection Change RecordRecord merchant-approved changes, weekly use and operator time; automation follows pilot validation. Before/after sales alone do not establish incremental sales uplift.
SAMPLE WORKFLOW INSPECTOR
Read-first guardrails active
Sell-through Merchandising Agent / sample exception & output view
| Item / Record | Rule Observation | Decision Status |
|---|---|---|
| Seasonal Knit / Olive | 62 days in stock · full core sizes · low impressions | Feature |
| Campaign Jacket / Black | Launch hero pinned by merchandising rule | Approved |
| Linen Trouser / Sand | Broken core sizes · demote below fold | Review |
Read-first setup and agreed change controls
1. Read-First Input
Collection list, sales and variant inventory export, credible receipt dates or stock-age cohorts, pinned campaign SKUs and optional GA4 item-list event sample.
2. Rule & Guardrail Engine
Shared collection order only — no per-visitor personalization, homepage editing, search replacement, automatic price/discount changes or ad-spend edits. Stock age requires receipt history or merchant-supplied age cohorts rather than product creation date.
3. Concierge Scope
Start with a manual weekly recommendation sheet for one selected collection, including exclusions, evidence, data gaps and proposed ordering. Merchant-approved changes only; automation follows pilot validation.
What your team brings to onboarding
Collection list, sales and variant inventory export, credible receipt dates or stock-age cohorts, pinned campaign SKUs and optional GA4 item-list event sample.
Ready to calibrate Sell-through Merchandising Agent on your store? Request access to walk through a sample export or staging workflow directly with our team.
MORE IN OPERATIONS & GROWTH
View all Operations & growth apps ↗
Pair Sell-through Merchandising Agent with related workflows
Return-to-Fix
Turn recurring return reasons into concrete PDP fixes.
✓ Fix high-return SKUs mid-season
B2B PO Intake
Convert wholesale PDF and spreadsheet POs into clean draft orders.
✓ Structured PO lines ready for review
Profit-aware Merchandising
Rank merchandising and campaign actions by true contribution margin.
✓ Cut ad spend on margin-negative SKUs