TLDR: Tesco is spearheading a significant transformation in retail through the extensive adoption of advanced AI technologies, including machine learning, generative AI, predictive analytics, and computer vision. The company’s strategy focuses on enhancing supply chain efficiency, optimizing operations, and delivering highly personalized customer experiences. Emphasizing robust AI governance for ethical and transparent deployment, Tesco leverages global technological collaborations to drive innovation and maintain competitiveness in the evolving digital retail landscape.
Tesco is at the forefront of an AI-driven revolution in the retail sector, strategically integrating cutting-edge artificial intelligence to redefine its operations and customer engagement. The company’s comprehensive ‘AI Playbook’ encompasses a wide array of technologies, from established machine learning and statistical models to emerging generative AI, large language models (LLMs), and computer vision applications. This strategic adoption aims to enhance efficiency, personalize customer journeys, and optimize decision-making across its vast enterprise.
Karthikeyan S Sengottuvelusamy, Engineering Director, Channels at Tesco Technology, highlighted the company’s long-standing engagement with various forms of AI. He noted that AI is deployed ‘wherever it adds value,’ covering a significant percentage of their teams. Tesco is actively trialing computer vision to assist customers with ‘basket building’ and exploring the potential of ‘agentic AI’ for wider adoption. Engineers are increasingly utilizing AI in their daily development tasks, indicating a rapid maturation in its consistency and value contribution.
AI’s impact at Tesco spans critical operational areas. In supply chains, logistics, and maintenance, AI is leveraged for forecasting, ordering, pricing, promotions, and trade planning. For maintenance, a combination of statistical models and AI enables more proactive and predictive decision-making. Customer personalization is another cornerstone of Tesco’s AI strategy, with AI and machine learning driving customer segmentation across multiple dimensions. This allows for tailored offers, content, and experiences throughout the entire customer journey, aiming to make every customer feel that Tesco delivers ‘value and experiences uniquely suited to their needs.’
A key aspect of Tesco’s AI deployment is its strong emphasis on governance. The company has established an ‘AI governance and blueprint’ that dictates when and how AI should be used, setting clear expectations regarding privacy, security, consistency, and explainability. Teams diligently follow these guidelines, with reviews conducted by a central AI governance team as needed, a process that has proven effective and is continuously refined.
Beyond internal development, Tesco actively engages in global tech collaborations, partnering with companies and universities to explore advanced research challenges while applying proven AI technologies to solve real-world business problems. This cloud-first, globally collaborative approach underscores Tesco’s commitment to agility and innovation.
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For other retailers, particularly those in emerging markets, Tesco’s experience offers valuable insights. The company encourages building scalable and responsible AI strategies to remain competitive. The focus is on leveraging data-driven insights to optimize operations at scale, ensuring a resilient and customer-centric future in an increasingly digital landscape.


