Deep DiveAI Models: Risky Business—Navigating the Challenges of Using AI John Harmon, CFA, Managing Director of Technology Research June 20, 2024 Reasons to ReadBeware the risks of AI (artificial intelligence) and generative AI (GenAI)! We offer a detailed overview of the challenges of using AI models, with recommended actions that retail companies should take to ensure that AI models operate effectively (producing reliable output) and are used responsibly. Our insights span the four stages of AI implementation: pre-deployment, at the time of deployment, during deployment and after deployment. Stay at the forefront of AI: read this report to gain a better understanding of training bias, model drift, hallucination and other critical concepts related to the use of LLMs (large language models). This report is made available to non-subscribers of Coresight Research through its sponsorship by Intel. Data in this research report include: Estimated global GenAI hardware and applications market size and year-over-year growth, 2024–2028 Companies mentioned in this report include: Amazon, IBM, Microsoft, Salesforce, Walmart Other relevant research: More reports on GenAI in retail Visit the Coresight Research Retail Technology Hub to explore reports, data and competitive landscapes on technology. Already a subscriber? Log in You are currently viewing a preview of this report. Please select an access option to view the full report. Hide Options - Show Options + Get unlimited access to all our research with one of our subscription plans. View Subscription Plans or Contact us to purchase this report. Contact us ✕ This document was generated for Other research you may be interested in: Retail Crime and Shrink: US Shoppers Concerned About Theft Pushing Up Prices; Shoplifting Surges to Record Levels in EnglandAnalyst Corner: Understanding US Consumer Economy Resilience Amid Macroeconomic Challenges, with Manik BhatiaWeekly US Store Openings and Closures Tracker 2025, Week 35: Netflix Heads to the Mall as Claire’s Shutters Nearly 300 Stores2026 Sector Outlook: US Mass Merchandisers, Warehouse Clubs and Discount Retailers—Warehouse Clubs To Lead Growth amid Sustained Value-Seeking Behavior