Store operations

Measured, inferred, predicted, simulated

Four seals for reading a store dashboard without confusing observation with hypothesis.

A store dashboard mixes, on the same screen, numbers from very different origins. Some were counted. Some were estimated by a model. Some are projections. Some are hypothetical scenarios. When everything carries the same visual weight, the decision comes out wrong.

Afluxion's rule is simple: every indicator carries a seal that says where it came from.

Measured

Computed directly from observed data: entries counted at a line marked at the entrance, dwell by department, density on the floor plan. It has a stated time window, analysed population and calculation rule. When coverage falls below the minimum, it becomes partial.

Example: "Between 5 pm and 7 pm, the main produce camera measured 412 customer visits."

Inferred

The output of a model over the data, with stated confidence: the customer or employee classification, the bottleneck score combining density, speed and standing time, an anomaly against the expected pattern.

Example: "The model inferred congestion in the central aisle from 6:10 pm to 6:40 pm."

Predicted

A projection for a future period, compared with a recorded baseline and with a known error.

Example: "For Saturday, the model predicts a flow peak between 10 am and noon."

Simulated

A layout scenario applied to the Digital Twin, with assumptions and model version. It is never a measurement.

Example: "In the simulated scenario, the model projected a change in circulation in the beverages department, subject to the model's assumptions."

What never appears

A sentence like "moving department X increases sales by 12%" fits no seal. Without an experiment, there is no cause. What fits is "worth testing": an operational or layout change decided with data, measured before and after, at the same time of day and with the same population. That is how a pilot becomes evidence.

← Back to blog

Conversation

Tell us what you want to solve

Tell us about the operation, the process or the store. We reply within two business days with next steps, no commitment.