Measure and improve

Tracking business impact: cost, revenue, and CSAT

In brief: Analyze tracks Customer Agent business impact in euros, including cost savings, revenue, and customer satisfaction changes.

The Analyze dashboard gives teams a live view of how Customer Agent activity connects to business results. It brings financial outcomes alongside operational performance, so you can review what is changing and where the impact is coming from.

What the dashboard tracks

Business impact is one of three Analyze pillars, alongside Performance and AI maturity. It shows monetary value in euros and organizes results around cost reduction, revenue generation, and customer satisfaction.

Cost reduction can include tickets deflected and content operations eliminated. Revenue can include conversions during Acquisition, Expansion plays, and Retention saves. CSAT is shown as a shift against the pre-UNLESS baseline.

Analyze dashboard

Reading cost and revenue figures

The dashboard can show cost breakdowns, savings, and operational indicators together. The following figures are examples from the dashboard description, not promised results:

These figures help connect activity to financial impact. Revenue tracking covers outcomes such as Acquisition conversions, Expansion plays, and Retention saves.

Understanding CSAT and comparisons

CSAT is measured against the pre-UNLESS baseline, making the change in customer satisfaction visible over time. Performance data can also be viewed as trends and compared against baselines, while conversations can be examined with timestamps, decision paths, models used, and source citations.

A separate modeled example compares support-only AI with full-lifecycle AI for 500 customers, a €5K average ARR, a mid-sized customer-facing team, and a CSAT baseline of 74. It estimates €70K in annual value for support-only AI and €330K for full-lifecycle AI; these are modeled figures, not a guarantee of results.

Using the results

Analyze is live and updated, so teams can review the dashboard before budget renewal meetings. Its signals also feed back into Train for continuous learning and improvement.

Use the dashboard to see how costs, revenue, and CSAT are changing together, then follow the underlying performance data to understand the activity behind those results.