What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The dashboards are non-AI: capacity and occupancy by chamber and bay, spoilage and write-off by product, bay and route, near-expiry and FEFO ageing, charge realisation against the rate card, and trip margin and cost-per-trip, all computed from the connected layer with every figure traceable to its source.
Where AI helps
AI does only bounded work on the operator's own data, such as clustering where spoilage concentrates so the eye lands on it faster. It never sets a figure, ranks a priority as fact or makes the decision the dashboard supports.
Who signs off
A named person owns any action taken on what the dashboard shows, and signs off any figure carried into billing or a target.