The service center managers and IT team at Cloud Kicks have asked the consultant for...

Reduced service rep backlog directly reflects operational efficiency and cost savings following a Service Cloud implementation. When automation, routing, and self-service capabilities reduce open case volume and agent handling time, the company can handle the same or greater workload with fewer resources—representing measurable cost savings.

Option A (CSAT) measures customer satisfaction, not cost efficiency.

Option B (license count) is a static expense metric and not a performance outcome of implementation.

Referenced Salesforce Materials:

Service Cloud Consultant Exam Guide – Contact Center Analytics Domain.

Salesforce Help: “Measure ROI and Operational Cost Savings in Service Cloud.”

Salesforce Trailhead: “Measure Contact Center Efficiency with Backlog and Handle Time.”