Retail & D2C

Anomaly and exception alerts

Problems are found at month-end when they are already expensive: ROAS quietly drifting below break-even on one channel, a best-seller forming a stock-out, returns creeping up on one SKU, a courier's charges trending up. Nobody can watch every number every day.

Who has it

D2C / online-first consumer brands and marketplace-led sellers feel the ROAS and channel drift and the forming stock-out most; every segment feels the cost and margin drift.

What we build

Early-warning signals on the brand's own numbers: a figure moving outside its normal band gets flagged and pushed before it becomes a loss (ROAS drift, stock-out risk on A-class SKUs, returns-rate creep, cost-per-delivery drift). Every alert is a watch-this signal for a person, never an automatic action.

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 deterministic: the brand's own figures, the normal-band thresholds, the integrations that pull the numbers daily, and the routing that pushes a flag to the right person.

Where AI helps

AI reads the noisy series to spot a figure moving outside its band sooner, clusters related drifts, and drafts the alert text; it raises a watch-this signal and never cuts spend, moves stock or acts on its own.

Who signs off

A named person decides what to do about any flagged drift; nothing touching money, stock, a customer promise, a payment, a price or a credit decision moves without that sign-off.

What changes day to day

The business shifts from monthly post-mortem to same-week warning; a drifting channel, a forming stock-out or a creeping return rate is caught while it is still cheap to fix.

Illustrative outcome

Problems caught the week they form instead of at month-end. Illustrative; final numbers come from your own data.

Illustrative; final numbers come from your own data.

Path to the build

How this one gets built.

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.

Find the one build worth funding first.

A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.