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Industry · RETAILFunction · Data & Knowledge
UC-046

Unified Retail Knowledge Graph

A single queryable graph linking stores, SKUs, suppliers, distribution centres, trucks, routes and customers into one shared layer.

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The Challenge

Data sits in siloed systems, so every analysis needs custom pipelines. Each new AI solution then rebuilds the same integration plumbing from scratch.

How It Works

  • Builds a graph database with ~11 entity types and typed relationships across the business.
  • Has each solution read from and write back to the graph so outputs compound.
  • Stands it up during the ERP rollout window, when integration is far cheaper.

What It Removes

  • Custom data pipelines built for every analysis
  • Rebuilding the same integrations per solution
  • Insights trapped inside a single source system
Input Data RequirementsStore, SKU, supplier, distribution centre, fleet, route and customer systems; ERP rollout programme
Output FormatQueryable knowledge graph shared by every solution, with write-back of their outputs
“The next project starts with the data already connected instead of another integration build.”
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