AI delivers value when it optimises decision-making, automates repetitive flows and enhances predictability. Use cases in forecasting, demand planning, personalisation and anomaly detection reduce latency and improve response quality. Organisations that embed AI into core operational pipelines see measurable uplift in accuracy, speed and cost efficiency across functions.