Dashboards · Remote configuration + on-site kickoff
Sell-Through Pulse Dashboard
Oshere configures a sell-through pulse dashboard aligned to your distributor file formats and retailer POS extracts. We normalize banner-specific codes, map regional hierarchies, and surface velocity gaps before they become write-offs. The engagement includes onboarding workshops with your category and sales teams so metrics match how you already run reviews.
Capabilities
- Banner-level velocity panels with 8-week trend lines
- SKU cluster grouping for promo vs base items
- Automated anomaly flags on distributor lag
- Export-ready views for Monday sales stand-ups
- Retailer-specific cut definitions documented
- Role-based access for field and HQ users
- Monthly calibration session with your data owner
Outcomes
- ▸Single source for sell-through reviews across banners
- ▸Earlier detection of slow-moving clusters
- ▸Cleaner handoffs between distributor and brand teams
FAQ
Most engagements use distributor and brand-supplied files. Direct POS feeds depend on retailer agreements and are scoped separately.
Experience notes
“The Sell-Through Pulse Dashboard finally matched how our CVS partners label SKUs. Week-three mapping notes from Hana saved us a painful QBR.”
— Minho Park, Category Manager · Seoul Beverage Co.
“Clear panels—took a sprint to align internal definitions, but worth it.”
— Sora