The Retail CX Advantage

Published on: March 29, 2026

Authors: Layne Haaksma, Senior Research Analyst With ever-evolving customer expectations, finding the right balance between artificial intelligence (AI) and authentic human connection is a major competitive advantage. Metrigy’s inaugural quarterly Consumer CX Index highlights retail as a prominent leader in customer experience (CX) and AI implementation, carried by promising metrics. By examining the data, we uncover exactly why retail is succeeding where others are struggling, and how the industry is successfully navigating the transition into AI-assisted customer service. The Metrigy Consumer CX Index serves as a barometer for shifting consumer sentiments and the benchmarks of customer excellence. To create this index, Metrigy surveyed 1,000 demographically representative U.S. respondents regarding their recent customer service interactions. The study utilizes a standard diffusion index methodology. This approach goes beyond simple averages by subtracting the percentage of negative responses from the percentage of positive responses, giving a 50% weighted increase to extreme responses (such as “much better” or “much worse”) to accurately capture intense consumer sentiment. The Q1 2026 index establishes a baseline consumer sentiment score of 123.8, suggesting an overall optimistic view of the market. The retail baseline index for overall customer sentiment is 175.1, and 160.5 for AI-powered customer service.
Table of Contents
  • Setting the Stage: Retail’s CX Lead
  • Retail’s Position as the CX Frontrunner
  • Why did retail perform so well in CX?
  • Where did retail CX fall flat?
  • Decoding Retail’s AI Success
  • The Bottom Line: Where Retailers Go From Here
  • Working With Metrigy



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