Travel & Luggage•Tested: October 2026•Surfaces: ChatGPT Search, Google Gemini Mode, Perplexity Sonar

Polycarbonate Carry-On Spinner Luggage with TSA Lock Under $200

Simulated Buyer Natural Language Prompt

“Find an airline-compliant hard-shell carry-on spinner luggage under $200 with TSA-approved lock and lightweight scratch-resistant polycarbonate.”

Simulated 29 travel gear and luggage Shopify stores. 19 brands dropped because precise linear dimensions (e.g. 22x14x9 inches) and TSA lock specifications were only mentioned in user FAQ accordions rather than machine-readable dimension properties.

29
Stores Tested
10
Selected & Passed
19
Dropped Candidates
65.5%
Drop Rate

Deterministic Shopping Criteria Enforced by AI

Max Price Threshold
$200.00 USD
Variant Constraint
21-22 Inch Carry-On Spinner
Policy Gate Requirement
TSA Lock & Polycarbonate Shell Spec
Delivery Window SLA
< 5 Days

The Shopping Mission Funnel

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

1. Brand Catalog Ingestion

Initial discovery across travel and luggage storefronts.

29 stores100% survived
2. Dimension Verification (22x14x9)

14 stores dropped because dimensions were not embedded in schema.

15 stores51.7% survived
3. TSA Lock Specification Gate

3 stores dropped due to missing lock type attributes.

12 stores41.3% survived
4. Autonomous Checkout Readiness

10 surviving carry-on suitcases selected.

10 stores34.5% survived
Surviving Products (Selected by AI)
AeroGlide Travelware$179.00

Nomad Spinner 21" Hardside Carry-On

Embedded schema.org/PropertyValue for dimensions (21.5 x 14 x 9 in), TSA007 lock verification, and 10-year warranty node.

Color Permutations MappedLifetime Warranty Node Verified
Dropped Products (Silently Rejected)
Voyageur Studio$185.00

Cruiser Pro Polycarbonate Spinner

Failure Vector: Image-Locked Dimension Table

Airline compliance dimensions were stored inside an unindexed image diagram. AI crawler could not verify overhead bin compliance and substituted AeroGlide.

→ Sale lost to: AeroGlide Nomad Spinner
The Commercial Takeaway for Brand Owners

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

Travel shoppers give AI exact size constraints. If luggage dimensions are not in JSON-LD, agents drop your catalog to protect buyers from gate-check penalties.

Simulate Your Catalog

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Relayeo AI Commerce Index • Independent Shopping Mission Observability