A report from Inside Retail Asia argues that retailers are failing to capture the full potential of artificial intelligence by concentrating on front-end applications like chatbots and personalized marketing, while ignoring the larger gains available from streamlining daily operational decisions.

The article points out that operational efficiency—such as inventory management, supply chain optimization, and labor scheduling—represents a far more substantial opportunity for AI adoption. Many retailers invest in customer-facing AI tools that offer marginal improvements, yet the backend processes that drive costs and service levels remain largely untouched by intelligent automation.

Experts cited in the report suggest that shifting AI investment toward operational decision-making can deliver faster returns and greater competitive advantage. As the retail industry faces mounting pressure on margins, leveraging AI for efficiency gains may prove essential for long-term survival.