What it is.
Attributes, variants and packaging live in one system, while the shelf lives in another.
Product / SKUgraph
A graph for every SKU.
SKUgraph is the retail knowledge layer from Machine Commerce: one connected record for each product, from what it is to where it sits and how it sells.
Talk to us about SKUgraphSee how it works
A SKU is more than a row in a catalog.
Where it sits.
A product has a store, a shelf, a row and a facing. That position changes what a customer, or an agent, can find.
How it sells.
Sales and price move over time. They only help when they are tied to the same product record.
From the shelf to a record you can query.
Capture
Start from shelf photos and the retailer catalog.
Structure
Turn what is seen into a layout: store, shelf, row, facing.
Connect
Tie each position to product, price and sales data.
Answer
Let people and agents ask the graph instead of scraping pages.
Retail knowledge, not shelf audits.
It builds on the shelf work in Retail Planogram. See Retail Planogram.
One record per SKU.
The graph keeps a product, its place on the shelf and its history together, so each question has one place to look.
What the graph holds
ProductIdentity and attributes
PositionStore, shelf, row, facing
CommercePrice and sales, linked
Made for machines too.
The same graph can answer the questions a shopping agent asks: does this store carry it, where, and at what price.
Example questions
Carried?Yes or no, per store
Where?Down to the shelf
At what price?From the record
What this page shows, and what it does not.
What we show
A graph-per-SKU retail knowledge layer, described as a product direction, with a concept illustration.
What we do not claim
No dataset, coverage figures, customer results or performance numbers are published here. The illustration is not a product screen.
Source: Machine Commerce product direction, October 2026. Full specifications will be added as they are verified.
Tell us about your catalog.
Start with the products, stores and shelves you need to understand. We will walk you through where SKUgraph fits.
Talk to us about SKUgraphOr write to founders@generalmachines.ai
See all products: Products