# ShelfLens QA — Bathroom Faucets Aisle 34 Side A Bay 03 Detail

Source image: `DataladderAI_Lowes_Manchester_CT_Bathroom_Faucets_A34_SideA_Bay03_Detail_2026-07-02_original.jpg`  
Generated: 2026-07-02  
Image size: 1536 × 2048

## Classification rules

- Display faucets and boxed inventory are separated. Display share is not treated as boxed stock share.
- Exact SKU/model numbers are not guessed from low-resolution labels.
- Brand/family names are used only when visible on the display label or package.
- Unreadable or cut-off lower-shelf inventory remains `Other / unreadable`.
- Moen opportunity targets are strategy overlays, not product detections.

## Moen notes

- Moen displays visible: 5.
- Moen boxed inventory groups visible: 3.
- Main Moen opportunity: tighten the link between display interest and take-home boxed facings, especially around Banbury and Genta.
- Secondary opportunity: evaluate stocked black/gold Moen options versus Delta, Kohler, and Glacier Bay style presence.

## Area-share proxy

- Kohler: 25.8% area proxy, 13 detected groups
- Glacier Bay: 25.1% area proxy, 16 detected groups
- Delta: 19.0% area proxy, 14 detected groups
- Pfister: 14.6% area proxy, 8 detected groups
- Moen: 12.7% area proxy, 8 detected groups
- Other / unreadable: 1.8% area proxy, 2 detected groups
- American Standard: 1.0% area proxy, 1 detected groups

Area share is based on visual detection-box area and should be treated as a shelf-visibility proxy only.