cpg-retail-hero
CPG and Retail

AI agents for cpg and retail: quality, maintenance and supply chain

CPG and retail teams are rich in data and poor in time. Forecasts are overridden by instinct because nobody trusts a number they cannot interrogate, and promotion post-mortems arrive long after the next promotion has been committed.

Where agents earn their place in CPG and retail

Where agents earn their place in cpg and retail

Four deployment patterns we see repeatedly in this sector. Each is scoped as a single workflow rather than a programme.

Planning

Demand forecasting agent

SKU-by-location forecasts with explicit confidence ranges, so planners know where to intervene and where to leave the model alone.

Trade

Promotion analysis agent

Measures lift and cannibalisation against a proper baseline and returns a read in days rather than after the quarter closes.

Merchandising

Assortment & space agent

Recommends range changes by store cluster from POS and syndicated data, with margin and inventory constraints applied.

Commercial Ops

Deduction & claim agent

Reads retailer deduction backup, matches it to the trade agreement, and separates the valid claims from the disputable ones.

The stack behind it

Which pillars typically apply here

Most CPG and retail engagements combine two or three of our five pillars. We scope the combination to the use case rather than selling the stack the panel alongside is the sort of view an agent in this sector produces.

Explore all five pillars
Answers

Questions buyers ask us first

We are an agentic AI consulting and development partner. We design, build and run AI agents that read unstructured documents, reason over enterprise data, and execute actions across your existing systems plus the data engineering, cloud architecture and governance underneath them. We work across five service pillars and five industries, and we are an AWS Advanced Tier Services Partner.

Tell us the process you would automate first.

We will come back with a point of view on whether an agent fits it, what it would take, and what it would be worth usually within one business day, and not as a scheduled sales call.