Promotions that do not pay
Trade spend is a habit. Incrementality is a rumour. The next event copies the last one.
From plant to pallet to panel.

Consumer brands run on promotion, mix, and a supply network that is always slightly wrong. We build AI for revenue growth, quality at pack, and a plan that sales, supply, and finance can share.
Trade spend is a habit. Incrementality is a rumour. The next event copies the last one.
Plants, co-mans, and 3PLs each have a number. S&OP is a negotiation, not a model.
Pack defects, label drift, and foreign matter found by the retailer — the most expensive inspector you have.

Price, pack, and promo response models with a workflow brand teams already recognise.
Multi-echelon views that absorb forecast error instead of amplifying it down the chain.
In-line checks for fill, seal, code, and artwork — with holds that mean something to QA.
Reviews, tickets, and call notes clustered into issues product and quality can act on this week.
Also in the practice
A plant, a banner, a brand, a pathway. We will tell you honestly whether AI is the right lever — and what it would take to put it in production.