The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Cold-chain log, alerts and batch hold.
FMCG & Packaged Food
A warm reefer, a tripped depot freezer or a failed chilling centre is silent spoilage and a food-safety risk, and the affected batches are not known, so suspect stock ships or sits before anyone realises, and returns as a spoilage claim. Food stock is perishable and expiry-degrading, capital is trapped in stock silently approaching expiry, best-sellers stock out while slow movers pile up, and the freight bill is rarely checked rate-by-weight-by-lane.
Who has it
Beverage and dairy makers above all, the signature case on any chilled line, and any chilled or frozen line run by packaged-food, snack, bakery or ready-to-eat producers; the stock-and-FEFO discipline matters across all segments, sharpest for bakery and ready-to-eat on an ultra-short shelf-life, beverage and dairy on perishables, and the depot and super-stockist carrying large multi-brand stock.
What we build
A cold-chain log from plant to depot to distributor on a purpose-built mobile/floor screen, with alerts on temperature breaks and a flag on which batches were affected so suspect stock is held before it ships or returns. Where temperature loggers already exist, we read their data; we do not sell hardware. A disposition decision goes to a named person with a record. One stock view across plant, depot and distributor with an expiry-and-ageing lens and FEFO discipline; a simple forecast-versus-actual view that flags slow movers, stock-out risk and seasonal swings (the planner still decides, we do not auto-fire production or purchase orders); and an automatic freight-bill check, rate by weight by lane against the invoice.
What is automated, where AI helps, who signs off
The reliable spine
The non-AI spine is the source-linked workflow: clean records, rules, calculations, integrations, exception queues, approvals and reporting for Cold-chain log, alerts and batch hold.
Where AI helps
AI is limited to bounded reading, extraction, matching, clustering or drafting from the firm's own data for Cold-chain log, alerts and batch hold; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
A temperature break is caught while the stock can still be held; affected batches are known, not guessed; food-safety risk, silent spoilage and spoilage claims drop. Degrading stock moves before it is a write-off; best-sellers stop stocking out; less cash is trapped in stock; freight overcharges are recovered.
Illustrative outcome
Spoilage and food-safety incidents reduced as breaks are caught and batches held. Less expiry, fewer stock-outs on best-sellers, recovered freight overcharges, and less cash trapped in stock. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
Related builds
A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.