What changes with Sell-through Merchandising Agent.

Promote healthy-size seasonal inventory that still converts when seen, reserving markdowns for genuinely slow or broken-size lines.

Early access — concierge onboarding

Request Sell-through Merchandising access ↗ Explore the product →

OUTCOME 01Exposure-first sell-through queue

OUTCOME 02Rule-guarded collection ordering

OUTCOME 03Reviewed collection decision records

BUSINESS & OPERATIONAL PAYOFF

Why operations teams switch to Sell-through Merchandising Agent

Seasonal and aging stock sits buried on collection pages until teams resort to blanket markdowns, while promising underexposed SKUs never earn enough impressions to prove sell-through. Sell-through Merchandising Agent replaces fragile manual checks with a repeatable, human-approved workflow built around your catalog and finance rules.

Give Aging Full-Run Stock Visibility Before Discounting

Promote healthy-size seasonal inventory that still converts when seen, reserving markdowns for genuinely slow or broken-size lines.

✓ Exposure-first sell-through queue

Protect Campaign Heroes & Brand Story Constraints

Agree launch-hero pins and assortment constraints, then review proposed demotions for out-of-stock or broken-size products before the merchant approves changes.

✓ Rule-guarded collection ordering

Review Every Proposed Sort Change Before Approval

The weekly recommendation sheet records the reason, evidence, data gaps and merchant approval for each proposed move. Automated execution and conflict-aware restoration follow pilot validation.

✓ Reviewed collection decision records

THE OPERATIONAL SHIFT

Before vs. after Sell-through Merchandising Agent

Without Sell-through Merchandising Agent · Manual status quo

Where your team loses hours

Collections stay on static 'best-selling' sort, burying new and mid-season full-size stock on page 3.
Founders jump straight to 25% sitewide discounts when seasonal stock ages past 60 days.
Manual drag-and-drop re-sorting overwrites campaign pins and leaves no record of what changed.

With Sell-through Merchandising Agent · Agreed workflow

How your workflow runs after onboarding

Collections follow explicit commercial modes: Sell Down Aging Stock, Push New Drop or Discovery Test.
Underexposed SKUs with intact size runs get controlled top-of-collection exposure before any markdown review.
The merchant approves each proposed change; automation follows pilot validation and a separate execution scope.

ILLUSTRATIVE SCENARIOS

Example edge cases for Sell-through Merchandising Agent

SCENARIO 01

End-of-Season Knitwear With Full Core Sizes

The operational problem

An olive knit sweater sat at 62 days in stock with S/M/L intact because static bestseller sorting kept it on row 9.

Example outcome with Sell-through Merchandising Agent

Surfaced in the 'Sell Down Aging Stock' queue for row-2 placement, moving units at full price before end-of-season sale.

SCENARIO 02

Bi-Weekly Apparel Drop Alongside Core Staples

The operational problem

New-drop pieces lost visibility within 48 hours whenever legacy core items dominated cumulative all-time sales sort.

Example outcome with Sell-through Merchandising Agent

Proposed a 10-day hero pin and flagged products with depleted core sizes for merchant-approved demotion.

SCENARIO 03

Shopify-Only Fallback When GA4 Data Is Partial

The operational problem

A store's theme did not fire `view_item_list` events consistently across mobile collection grids.

Example outcome with Sell-through Merchandising Agent

Prepared Shopify-only recommendations with an explicit data-coverage label and merchant review of missing engagement evidence.

Who benefits across your organisation

Small-to-mid apparel and seasonal catalog brands with aging inventory, frequent product drops and no dedicated merchandiser.

See how Sell-through Merchandising Agent fits your store in one guided session. Start your onboarding request with no upfront charge.

Request Sell-through Merchandising access ↗ Inspect how the pipeline works →

CONCIERGE ONBOARDING

Initial rollout 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.