What: AI is moving from pilot projects to full-scale production, transforming operational efficiency and competitiveness in retail.

Why it is important: The move to production-scale AI highlights the need for leadership and workforce adaptation, consistent with recent reports on the challenges of scaling AI in retail.

AI’s evolution from isolated pilot projects to widespread production is fundamentally altering the retail industry’s landscape. Retailers are no longer experimenting with AI in limited settings; instead, they are integrating these technologies across operations to drive efficiency, enhance customer experiences, and maintain a competitive edge. This transition is not without its challenges, as many companies struggle to scale their AI initiatives and realise tangible value from their investments. Success increasingly depends on strong leadership, a willingness to redesign workflows, and a commitment to upskilling employees to work alongside new technologies. The shift also places pressure on organisations to adapt their cultures and governance structures, ensuring that AI adoption is both responsible and effective. As AI becomes embedded in daily retail operations, the sector faces a critical juncture where strategic execution and workforce readiness will determine which companies thrive in an AI-driven marketplace.

IADS Notes: The Bain & Company survey’s findings align with BCG’s January 2025 report, which revealed that retailers are leading global AI investment, but only 25% are realising substantial value. In June 2025, BCG highlighted that mainstream adoption is hindered by limited frontline engagement and training, with just 10% of retailers successfully scaling AI. The importance of CEO leadership and organisational learning was emphasised in BCG’s April 2025 research, showing that operational gains are greatest when technological innovation is paired with employee engagement. By September 2025, BCG noted that only 36% of retail employees felt prepared for AI-driven change, underscoring the need for upskilling and balanced integration. Forbes’ October 2025 analysis confirmed that robust governance and cultural adaptation are essential, as only a small fraction of retailers manage to translate AI’s promise into measurable business impact.

Executive Survey: AI moves from pilots to production