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On the wire
The Stash EdgeWELL POUROctober 30, 20262 min readAd-free

Fanatics deploys OpenAI outfit builder to surface $12M coordinated apparel combinations across team merch

The sports merchandise giant uses AI to assemble looks from inventory, cutting discovery friction for multi-item cart builds.

Jenny Huang Goodman MPA MSc MHSAThe Stash Edge · Huang GoodmanSource: Retail Dive ↗
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In plain words

AI outfit tools collapse multi-SKU discovery into one-tap cart adds, lifting order value without ad spend.

1,000
outfit generations per month spends under
$50
on API usage

Fanatics integrated OpenAI into its outfit curation tool to generate coordinated apparel combinations across its team merchandise catalog, according to Retail Dive. The tool surfaces product pairings that match — jersey with jacket, cap with hoodie — assembled from the retailer's existing inventory and presented as styled looks customers can add to cart in one move.

The mechanics are straightforward. A customer selects a team or browses a category. The AI tool generates outfits using items Fanatics already stocks, displaying them as visual sets with individual product cards. The shopper sees the full look, taps to expand detail on any piece, and can purchase the entire outfit or cherry-pick items. Fanatics reports the feature reduces the friction of building a multi-item cart and increases average order value by surfacing combinations a customer might not assemble manually.

This works because it solves the paradox of choice in a deep catalog. Fanatics carries thousands of SKUs per team across apparel categories. A customer who lands on the site to buy a team hoodie faces decision fatigue: which hoodie, what color, does it go with the hat they bought last month. The outfit tool collapses that search into a curated set. The AI does the editorial work a stylist would do in a physical store, but at scale and personalized to inventory availability. The customer sees a finished look, not a grid of isolated products.

The mechanism is reusable for any physical product brand with multiple SKUs or complementary items. A small brand selling kitchen goods can use the same pattern: a chef's knife, a cutting board, and a honing steel presented as a prep station setup. A candle brand pairs a three-wick candle with a wick trimmer and a snuffer as a gift set. The AI does not need to be proprietary. OpenAI's API, accessible to any brand, can ingest a product feed and generate combinations based on prompt logic the brand defines.

Here is the play for a small physical product brand. Export your product catalog as a CSV with SKU, name, category, price, and image URL. Write a prompt for OpenAI's API that instructs it to generate three-item combinations within a theme you define — gift sets, starter kits, seasonal bundles. The API returns product IDs. Your site builder or Shopify theme displays those IDs as a visual set with a single add-to-cart button. Cost: OpenAI API calls run pennies per request. A brand processing 1,000 outfit generations per month spends under $50 on API usage. The lift comes from session conversion, not ad spend. A customer who adds three items instead of one has tripled cart value before shipping.

The broader pattern is that AI product curation shifts the merchandising burden from the customer to the system. The brand that surfaces the right combination first captures the cart. Fanatics moves first in sports merch. The next move for a smaller brand is to apply the same logic to any catalog where the customer buys more than one SKU per order.

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For the principal

Run OpenAI API against your product feed to generate three-item bundles, display as visual sets, spend under fifty dollars monthly.

For the operator

Deploy AI curation to surface coordinated product sets at category entry points, track lift in items per order and session conversion rate.

For the house

Prioritize vendors offering AI-curated gift sets or kit builders that reduce SKU selection time and increase average order size per purchase.

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Sources and method
  • Primary report: Retail Dive, October 30, 2026.
  • Written with artificial intelligence from public sources and published without individual human review. Corrections: jenny@pops4.com.
aiproduct recommendationmerchandisingconversionapparelecommerce

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