Verified against ChatGPT · 2026-08-12
Set a collection-page sort order and merchandising rule that reflects actual store priorities, not just 'best-selling first'
Produces a merchandising plan for a collection page's product order and featured placements, reasoned from actual margin, inventory, and seasonal priorities instead of defaulting to a flat best-seller sort.
The prompt
Ready to copy — highlighted parts are example details you can swap.
Set the merchandising plan for one collection page — the order products appear in, which get featured placement, and which get demoted — reasoned from this store's actual current priorities, not a default best-sellers-first sort. COLLECTION Women's Winter Coats collection, 22 SKUs. PRODUCTS IN THIS COLLECTION (with sales rank, margin, and stock level) Puffer Coat A: #1 sales rank, 38% margin, 140 units in stock. Wool Coat B: #2 sales rank, 55% margin, only 6 units in stock. Puffer Coat C: #7 sales rank, 61% margin, 300 units in stock. CURRENT BUSINESS PRIORITY Push higher-margin wool coats where reasonable, since puffer coats have thinner margins due to a recent supplier cost increase. SEASONAL OR TIME-BOUND FACTOR Late-season — need to clear remaining puffer coat inventory before markdown season starts in 3 weeks. STEP 1 — IDENTIFY THE TENSION State plainly where a pure best-seller sort would conflict with the stated business priority or seasonal factor — if there's no real conflict, say so and recommend the simple best-seller sort rather than overengineering a plan where none is needed. STEP 2 — FEATURED SLOTS (top of grid, typically 3-4 positions) Assign the featured slots by resolving that tension explicitly — which products earn a boost above their natural sales rank and why, referencing the actual margin, stock, or seasonal data given, not a vague "promote strategic items." STEP 3 — DEMOTIONS Name any product that should be pushed down despite decent sales rank (e.g., low stock risking a sold-out grid item, or a product being phased out) and state the reason specifically. STEP 4 — THE REST OF THE GRID Confirm the remaining products should default to sales-rank order unless there's a specific reason given above to deviate — do not invent additional manual overrides beyond what the stated priorities actually justify. WHAT NOT TO DO Do not promote every high-margin item to a featured slot regardless of stock or relevance — a stockout on a featured position is worse for conversion than a slightly lower-margin bestseller sitting there instead. OUTPUT FORMAT The four steps as labeled sections, ending with a simple ordered list of the final grid position 1 through the number of featured/demoted items, with a one-line reason next to each.
Customize
Optional — swap in your own details for the highlighted parts above.
Why this works
Requiring an explicit tension check before assigning any featured slot counters a default failure mode: GPT-5.1 asked to 'merchandise this collection to prioritize margin' will happily rearrange every product by margin alone, without noticing that a high-margin item with only 6 units in stock is a bad candidate for a featured slot regardless of margin, because running out of stock on a prominently featured position produces a broken-looking grid (a 'sold out' badge in the most visible spot) that actively hurts conversion for everyone who sees that page while it's out — margin and prominence pull in the same direction only when stock supports the exposure, and a model not explicitly told to check stock against featured-slot risk will optimize margin in isolation. Allowing the model to conclude there's no real tension and recommend the plain best-seller sort matters because collection merchandising requests almost always get an elaborate manual-override answer whether or not the underlying data actually calls for one — a model asked to build a merchandising plan treats 'just use the default sort' as an unsatisfying non-answer, so without explicit permission to reach that conclusion it will invent minor justifications for reordering products that didn't need to move. The seasonal-clearance factor changes the correct answer in a specific, checkable way: a puffer coat needing to clear before markdown season is a legitimate reason to keep it prominent even at a thinner margin than the wool coat, since the cost of unsold late-season inventory (forced markdown, storage) outweighs the margin difference the business priority would otherwise favor — the plan has to weigh these two competing signals against each other rather than mechanically applying just one.
What you get back
Step 1: real tension — Wool Coat B (#2 rank, 55% margin) fits the margin priority but only has 6 units, risking a stockout in a featured slot; Puffer Coat A (#1 rank, thinner margin) needs to clear before markdown season. Step 2: feature Puffer Coat A first (clearance priority overrides margin here), Wool Coat B second but flagged to auto-demote once stock drops below 3 units.
Verified against
ChatGPT GPT-5.1 · 2026-08-12
Changelog
- 2026-08-12 — Initial publish, verified against ChatGPT GPT-5.1.
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