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Athletic Apparel & Activewear•Tested: October 2026•Surfaces: ChatGPT Search, Google Gemini, Perplexity Sonar

Gymshark Track Pants Tall in Extra Large: Silent Variant Drop

Simulated Buyer Natural Language Prompt

“Where can I buy Gymshark Track Pants Tall - Black in Extra Large with verified in-stock delivery?”

Simulated buyer intent across athletic apparel brands. Despite Gymshark possessing 7 in-stock size variants in products.json, only 1 variant was exposed in JSON-LD @graph. Unindexed sizes are invisible to frontier AI, leading ChatGPT and Gemini to substitute Gymshark with Lululemon and Vuori.

20
Stores Tested
5
Selected & Passed
15
Dropped Candidates
75.0%
Drop Rate

Deterministic Shopping Criteria Enforced by AI

Max Price Threshold
$85.00 USD
Variant Constraint
Extra Large (Tall Inseam)
Policy Gate Requirement
InStock availability in Offer schema
Delivery Window SLA
< 5 business days

The Shopping Mission Funnel

How candidate stores were progressively evaluated and eliminated at each operational gate:

1. Catalog Discovery

Initial retrieval of athletic jogger and track pant PDPs.

20 stores100% survived
2. Variant & Inseam Verification

12 storefronts dropped because Extra Large or Tall inseams were not declared in Schema Offer nodes.

8 stores40.0% survived
3. Real-Time Inventory & Price Parity

2 stores dropped due to ungrounded currency formatting or client-side inventory gates.

6 stores30.0% survived
4. Autonomous Candidate Selection

Final recommendation given to stores with full nested Offer graphs.

5 stores25.0% survived
Surviving Products (Selected by AI)
Lululemon$118.00

Surge Jogger Tall - Black (XL)

Full discrete SKU binding for every size and inseam in structured microdata with live InStock availability indicators.

100% Discrete SKU Binding30-Day Free Return Verified
Vuori$98.00

Sunday Performance Jogger (XL)

Clean nested Offer array with valid ISO-4217 currency and Google Merchant return specification.

Offer Array CompliantReturn Policy Linked in @graph
Dropped Products (Silently Rejected)
Gymshark$50.00

Gymshark Track Pants Tall - Black

Failure Vector: Silent Variant Drop (Client-Side JS Selector)

Storefront possessed Extra Large inventory in products.json, but active theme only emitted Size Medium in Schema.org. ChatGPT concluded Extra Large was out of stock.

→ Sale lost to: Lululemon Surge Jogger
The Commercial Takeaway for Brand Owners

Why Variant Visibility Is A Sales Problem, Not A Schema Problem

Frontier AI shopping agents do not interact with client-side JavaScript dropdowns. If all sizes and colorways are not declared in a nested Schema.org Offer graph, your bestselling variants will be declared 'out of stock' by ChatGPT and Perplexity, handing revenue directly to competitors.

Simulate Your Catalog

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Relayeo AI Commerce Index • Independent Shopping Mission Observability