Advanced QA tools QA mode off
Advanced QA tools are hidden by default so the first impression stays focused on Moen / Kohler / Glacier Bay insights. Enable QA mode only when reviewing or correcting overlay placement and product matching.
Overlay editing
Turn on QA mode, then right-click any visible overlay box to move it, add another overlay with the same label, delete it, or send a product mismatch signal.
Saved browser edits
Coordinate moves, added boxes, and deletes are saved in this browser until cleared. Use the reset button to return to the original overlay set.
Export QA state
Download the current edited overlay JSON if coordinates or product-matching fixes need to be preserved outside the browser.
Download updated JSONMoen / faucet-opportunity focused suggestions
Suggestions now use refreshed Lowe's price, rating, review count, and price-status data.M1: Best practical Moen move
Test Moen EX100C beside the visible GXP50C. GXP50C anchors entry at $99.00, while EX100C creates a clear premium step at $199.00. Both show 4.4/5 ratings; EX100C has 213 reviews and a stronger premium feature story.
M3: Moderate Moen move
Use Moen EX75C as the lower-friction trade-up. At $154.99, with 4.4/5 and 723 reviews, it is a cleaner midpoint between GXP50C and EX100C.
Kohler / Glacier Bay value flank
Kohler / Glacier Bay is not detected in this photo, but L-3200 at $93.19, 4.5/5, and 149 reviews is a value-flank benchmark against Moen GXP50C and Glacier Bay.
Other useful medal concepts to test later
- Best Value: lowest live price with rating ≥4.3 and at least 100 reviews.
- Highest Visibility: strongest shelf visibility score regardless of reviews.
- Most Differentiated Moen/Kohler / Glacier Bay Target: best balance of price gap, review count, and competitor adjacency.
- Needs QA: product/page mismatch, stale Lowe's pricing, or low-confidence shelf tag read.
- Stocking Risk: high-review product with weak visible package/stock linkage.
Product matching QA update
Bathroom faucet visual reclassificationUpdated: this page uses a conservative faucet-bay classification pass. Display faucets are separated from boxed inventory, and lower-shelf boxes with unreadable brand/model text remain explicitly marked as Other / unreadable rather than guessed.
Product data — visual classification ledger
All mapped display and boxed facings; unreadable boxes are kept conservative instead of guessed.| # | Image | Brand | Product / classification | Catalog item | Classification status | Image price label | Observed inventory | Location | Rating | Reviews | Visibility | Review medal | Moen / faucet suggestion + est. bay % | Link |
|---|
Planogram mentionables
| Tag | Type | Mentionable | Visibility | Note |
|---|
Moen / Kohler / Glacier Bay target slots
| Tag | Slot | Product / classification | Catalog item | Price | Rating | Reviews | Practicality / Strategic / Bay % | Suggestion | Link |
|---|
Historical, facing, and availability charts
Placeholder historical data until more shelf photos are added. Brand colors stay consistent across charts.Historical share of shelf — stacked bar placeholder
Share of shelf = percentage of visible product overlay space occupied by brand. Previous photo values are placeholders; current photo uses live overlay area.
Facings by brand — line chart
Counts visible product facings/slots by brand. Current point updates from active overlays; previous points are placeholders.
Shelf availability — key brands
Green = visible sellable package/facing. Yellow = display/slot visible but no box visible, or not present in this bay. Image-based proxy only.
Standalone displays / feature space flags
Special displays are tracked separately from sellable product facings.
Brand Adjacencies
Moen is the starting brand. Hover any brand around the wheel or in the list to re-center the adjacency view from that brand.
Pricing label categories from photo
Image-based read of shelf-price cues. This layer classifies visible in-photo pricing/signage cues without making live price claims.
Picture location classification
Separates the main set from feature/display placements like hanging signs, side clips, and quarter pallets.
Heatmap method note
Layout guidance to keep this clean
Layout and platform improvement notes
Neutral benchmark notes for keeping the faucet-bay demo clean and usefulWhat a scaled retail-intelligence workflow would add
- Multi-store ingestion and recurring photo capture across retailers.
- Historical bay comparison, item-master validation, and store-level execution checks.
- Inventory and POS joins to convert image proxies into sales, margin, and stockout truth.
- Role-based dashboards for category, sales, shopper insights, and retail execution teams.
What this ShelfLens demo does well
- Fast single-bay storytelling tied to a named store, retailer, bay, and brand objective.
- Clickable overlays tied to Lowe’s product pages, classification confidence, visible evidence, thumbnails, and Moen / faucet-opportunity suggestions.
- Editable QA workflow, mismatch signals, dynamic Excel export, heatmap, share-of-shelf, and adjacency views.
- Best suited for a targeted account conversation and planogram hypothesis discussion.
Layout / styling recommendations
- Keep Preserve the half-size image + right-side strategy panel for executive demos.
- Simplify Keep editing/admin controls inside Advanced QA tools.
- Clarify Label heatmap as an estimated shopper-attention proxy, not eye tracking.
- Focus Keep top-page KPIs to Moen share, brand adjacency, availability proxy, and best test slot.
- Trust Add confidence chips: item-master verified when available, shelf-tag read, geometry QA, and visual-classification timestamp.