What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The reliable spine is non-AI: the load plan and dispatch, the trip with its set-point and route, the temperature trail captured against the trip, the proof-of-delivery tied to the bill, the FEFO and shelf-life picking rules, and the freight-bill audit against the rate card and band surcharges.
Where AI helps
AI does only bounded reading on the operator's own records, such as lifting figures off a proof-of-delivery or a freight bill and matching them to the trip and the rate card. It never sets the freight number, releases a load or makes the dispatch promise.
Who signs off
A named person signs off any billing claim, any disputed deduction or detention charge, and any release of a questioned load.