Explore

Retail and FMCG

Retail organizations face two connected AI challenges: understanding the causal drivers of supply risk before disruption materializes, and managing compliance requirements across supplier networks of increasing complexity.

01

Supply chain risk intelligence: advance warning before disruption reaches the shelf

Major UK grocery retailer

Challenge

Supply disruptions were managed reactively. By the time risk became visible in stock data, the window for proactive sourcing intervention had typically closed. The causal drivers of disruption were knowable in advance but were not monitored in a connected way.

Approach

A causal supply risk model was built across the supplier network, monitoring leading indicators of disruption across financial, operational, logistical and external dimensions. Natural language interfaces let category managers interrogate the specific drivers behind any risk signal.

Outcome

Advance warning of supply disruption was generated days to weeks ahead of stock impact. Category managers initiated proactive sourcing conversations earlier, reducing the frequency and severity of on-shelf availability issues, and structural vulnerabilities in high-value categories were surfaced.

Causal AIKnowledge GraphLLMML/DL
02

Retailer compliance acceleration: capturing more supply opportunities

Leading global FMCG supplier

Challenge

A major FMCG supplier faced retailer compliance requirements of exceptional scope: specifications, certifications, traceability documentation, audits and a restricted substance list extending well beyond regulatory minimums. Keeping pace consumed significant resource and caused delays that translated into missed supply windows.

Approach

A Knowledge Graph-backed compliance platform captured retailer requirements in structured, queryable form. AI-assisted document review and certification tracking automated the most time-intensive workflows, and agentic processes flagged emerging gaps before they became blocking issues.

Outcome

Manual compliance workload reduced substantially. Conformance rates improved, missed supply opportunities fell materially, and a more defensible audit trail reduced the administrative burden of retailer and regulatory audits.

Knowledge GraphLLMAgentic AIDeterministic Code

The right problem. The right AI. Working in weeks.

If you recognize your challenge here, or want to discuss one that is not covered, we would like to talk.

Book a discovery sessionSee a demo