Pygmalios Answers

What does planogram compliance actually measure?

Short answer

Planogram compliance measures the degree to which actual shelf execution in a store matches the brand's intended layout 1. It is one of the most commercially significant metrics a field team tracks, because where a product sits on the shelf, how much space it occupies, and whether it appears at eye level or ankle level can decide whether a shopper buys it or reaches for something else 1.

What the measurement looks at

The underlying planogram specifies the size and position of an item on a shelf, display, other fixture, or the floor, so space planning systems need both product imagery and that dimensional information 2. Compliance checks compare the shelf against those specifications, and failures are recorded by the dimension that drove them 1.

  • Product sequencing that departs from the intended order 3
  • Reduced facings compared with the planned allocation 3
  • Misplaced SKUs sitting outside their assigned position 3
  • Cluttered shelves that obscure the intended arrangement 3

Why the measurement matters operationally

Poor placement reduces discoverability and can mimic stockout conditions even when the product is physically present 3. The planogram also underpins on-shelf availability: sufficient shelf space means sufficient product supply between restocking periods, and a planogram that reflects selling patterns alongside store-level restock rhythms helps prevent out-of-stocks 4. In frictionless store formats, cameras associate the physical location of items with the planogram to add the item to the basket, making the layout operationally load-bearing 5.

How results are acted on

Non-compliant outlets appear in a manager's dashboard queue, showing which outlets failed, which dimensions caused the failure, and whether the same outlet has failed repeatedly 1. Persistent non-compliance can signal a structural problem such as limited shelf space, a conflicting store policy, or a competitor arrangement 1.

All answers

Answered from the sources above by Pygmalios, which measures footfall, queues and dwell time in physical stores.