Seeing Beyond Top-Line Metrics

For a fashion retailer supporting online shoppers across the United States and Canada, service performance is closely tied to the expectations surrounding the brand. Typical customer inquiries for the brand include product selection and order status, as well as delivery issues and returns. These conversations take place across channels in an environment where seasonal demand can scale the program by nearly 50% at peak. 

The retailer had established measures for tracking performance, including CSAT, quality, and resolution. What its leaders needed was more context around those numbers. A satisfaction score could show the outcome of a conversation, without revealing how sentiment differed by contact reason or where resolution patterns pointed to a process issue.

That distinction mattered. In retail, a recurring delivery concern may require a very different response than a product information inquiry. Looking at both through an aggregate score makes it harder to determine where changes will have the greatest effect.

The brand needed a unified view that could connect its core KPIs with sentiment and resolution data, giving its teams a clearer basis for performance decisions.

Turning Service Data Into Action

With an established partnership supporting U.S. and Canadian markets, IntouchCX already had a strong understanding of the program, including what drove contact volume and where changes could strengthen service performance. That familiarity provided the foundation for a more useful approach to analytics, one grounded in the realities of the program.

To give leaders a clearer view of performance, IntouchCX introduced Vision Prism, its proprietary custom advanced analytics engine that transforms QA and business decision-making by helping brands leverage data across systems at scale to uncover patterns and implement timely, impactful actions. The platform transcribes and redacts interactions for rapid analysis, deep-diving into sentiment and trends, and integrates with employee tools to prompt agent coaching and performance gains, to give leaders a more complete view of what was happening across the program.

For the brand, IntouchCX customized Vision Prism around the program’s performance measures and internal processes. The work included:

• Building a customized analytics view that brought together operational structures and primary performance measures, supported by call transcripts for deeper analysis.
• Preparing the team to use the insights through a 13-week enablement program with guided sessions focused on applying the tool to real performance questions.
• Creating a structured analysis process covering performance and contact drivers, followed by action planning and validation.
• Establishing an ongoing review cadence with monthly sessions focused on findings, performance movement, and practical recommendations.

This approach made Vision Prism part of the team’s performance review and determination of where action was needed. As the program progressed, IntouchCX remained embedded in the process, helping the retailer interpret findings and translate them into informed decisions.

The Results Behind a Clearer View of Performance

Over the first 30 days post-onboarding, the program showed measurable gains across key metrics: 

• QA Score rose to 72%, a 6% jump strengthening quality performance within the first 30 days.
• 10-minute AHT, an 8% reduction, pointing to greater efficiency across customer interactions. 
• 72% CSAT, reflecting a 4-point improvement in customer sentiment.  
• 75% Resolution, a 2% gain, successfully addressing customer needs.

Vision Prism gave the team the context to look deeper into those results. By connecting performance measures with conversation analysis, the embedded team could examine the factors influencing the numbers and use those findings to guide recommendations.

The improvement across each measure gave the retailer stronger evidence that its approach was moving in the right direction, while the added visibility gave leaders a clearer way to understand why results were changing and where to focus next.

Making Performance Data More Useful

This program reinforced a practical lesson for retail leaders: having more data does not automatically make a performance decision easier. What matters is whether teams can connect the numbers they monitor with enough context to understand what deserves attention.

For this retailer, Vision Prism created that connection. Performance measures could be examined alongside conversation-level information, giving the team a more informed way to analyze contact drivers and validate the effect of subsequent actions. The improvements in QA, satisfaction, and resolution showed what that approach could support in practice.

The same principle applies across retail service environments where channel complexity and seasonal volume create a constant stream of performance information. Leaders need a way to interpret those signals consistently and carry what they learn into the next decision.

IntouchCX brings together embedded operational expertise and applied technology to help brands make service data more useful, turning performance information into focused action that can strengthen results over time.