IND-03 / Retail

SKU-heavy assortments, forecast at the SKU, not the category.

SKU-heavy assortments with seasonal variance. Forecast accuracy per SKU is the margin lever.

Large retail distribution warehouse filled with stacked boxes
RetailPhoto: Alberto Rodríguez / Unsplash
Where the spend actually leaks

Industry-specific challenges.

Three patterns come up repeatedly in retail procurement. Each maps to a specific module rather than a general promise.

Customer story

No retail story published yet

Case studies are published only with a client’s written approval. This space is reserved for the first retail engagement that clears sign-off.

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What this looks like

Volume leverage, reassembled.

Four codes for the same bulb means four small negotiations instead of one strong one. Deduplication into a Golden Record puts the volume back together, and consolidated seasonal demand takes it to tender.

SKU DEDUPLICATION — SAME ITEM, FOUR CODESSKU 88231 — LED bulb 9W E27SKU 11408 — bulb LED 9 WSKU 77012 — E27 LED 9WSKU 90556 — lamp LED 9W1 Golden Recordvolume leverage restoredSEASONAL DEMAND — CONSOLIDATED PER SKU
How dmp runs retail procurement

Margin is defended one SKU at a time.

A catalogue that stays deduplicated

SKU-heavy assortments breed duplicates — the same item listed four ways across banners and seasons, each duplicate splitting volume and eroding the negotiated rate. Demand Planning merges them continuously into one Golden Record, so volume leverage actually reaches the negotiation.

Seasonal demand, consolidated before sourcing

Seasonal variance is manageable when demand is visible early and aggregated across stores and regions. Consolidated cart planning bundles it into sourcing-ready volumes, and Smart RFx turns tender setup for repeat categories into a template rather than a project.

GNFR spend, benchmarked like resale spend

Goods not for resale — store fittings, packaging, facilities consumables — rarely get the scrutiny resale categories do. Bulk benchmarking checks those whole categories against market rates in minutes, which is usually where the quiet overpayment is hiding.

Getting started

What changes in the first quarter.

Retail deployments start with the catalogue, because volume leverage is arithmetic: every duplicate merged is volume returned to the negotiated rate. Bulk benchmarking follows across the largest GNFR and resale categories — a whole-category check in minutes rather than an analyst-quarter — and the gaps it surfaces set the renegotiation calendar. Seasonal planning moves onto consolidated carts ahead of the next buying cycle, so the first season on the platform tenders as a group instead of as regions. The early indicators to watch: duplicate reduction rate, share of spend benchmarked, and the spread between best and worst price paid for identical items — a number that should only move one way.

FAQ

Direct answers.

Yes. Deduplication runs continuously across the catalogue rather than as a one-off cleanup, and bulk benchmarking is designed to check thousands of lines in a single run.

Yes. GNFR categories — fittings, packaging, facilities and operational consumables — run through the same registry, sourcing, and benchmarking as any other spend, which is where retailers typically find the largest untouched gaps.

One Golden Record per item across banners means the group buys as a group: consolidated volumes, one negotiated rate, and visibility into which region is paying above it.

Book a demo

Discuss your retail category mix.

A 15-minute walkthrough against a live category: current records in, benchmark and evaluation out.

  • No re-keying
  • No rebuilt benchmarks
  • No reconstructed audit trail

Your records, not a sandbox.