insights · Audit-led calibration
Category Shelf Intelligence
Turn shelf photos into structured metrics. Category Shelf Intelligence classifies facings, estimates share of shelf, and compares against category benchmarks built from Oshere’s audit library. Ideal for teams preparing range reviews.
Capabilities
- Facing counts with confidence scores
- Share-of-shelf trend by store cluster
- Competitive set tagging per category
- Audit scheduling recommendations
- Heatmaps for priority store lists
- Export for range review decks
Outcomes
- ▸Quantified shelf stories for buyer meetings
- ▸Targeted audit routes for field teams
- ▸Benchmark context instead of isolated photos
FAQ
We publish confidence bands; low-light photos are rejected with reshoot requests.
Experience notes
“Shelf Intelligence highlighted a facing gap on our premium line—specific SKU names in the report helped the field team fix it fast.”
— Seungwoo, Category Lead · HanRiver Home
“Benchmarks felt realistic for household—better than our old spreadsheet.”
— Yuna