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Clarivoxx Insights · Edition No. 11

How I Design and Measure Customer Experience

Abdessamad Ghanem · July 15, 2026 · Updated

To design a customer experience on purpose, I pick one journey and map it from the customer's side. Then I remove the work the customer has to do to get through it, and I track one metric on each of three layers: how it felt, how the process ran, and what it did to revenue. Without that, the experience is just what is left over when sales optimizes for closing deals, support for closing tickets and finance for collecting payments.

Why does a good team still deliver a bad experience?

Every team measures its own step, and nobody owns the path between the steps.

On a travel-tech team I worked with, hotel partners asking about a refund were passed between support, finance and their account manager. Each team answered its part correctly and on time. The partner still waited about two weeks and wrote in four times. Every internal dashboard was green, and the partner was annoyed.

You only see that gap when you look at a journey instead of a touchpoint. A touchpoint is one moment: a call, an invoice, a login. A journey is the path to a goal, such as "get my refund" or "go live with the integration".

How do I map one journey?

I keep it to one page and one meeting:

  1. Write the customer's goal in their own words.
  2. List every step they take, including each time they wait, chase or repeat their story.
  3. Mark every handoff between teams. That is where the time goes.
  4. Count the contacts the customer needs to finish. This is the number I most want to shrink.

The B2B customer journey map template has the columns ready.

In the refund case, the fix was one named owner per partner who chased finance internally and sent a single answer. Our internal process barely got faster, but the partner went from four follow-ups to none. So I design for the customer's effort, not our cycle time. I measure that effort with a one-question survey sent when the journey ends, and I score it with the Customer Effort Score calculator.

I also look closely at the ending. People remember how a problem was closed. A short "this is fixed, and here is why it won't happen again" costs very little and changes how the customer remembers the whole journey.

How do I know the redesign worked?

A single survey score is not enough to steer by. I use one metric per layer and record each one before changing anything.

LayerQuestion it answersExample metric
PerceptionHow did it feel?CES or CSAT
OperationalHow well did it run?Contacts per case, time to resolution
OutcomeWhat did it do to revenue?90-day churn, renewal rate

Here is an illustrative onboarding journey. Before the change: CSAT of 65%, 20 days to go live, and 15% of new customers churning within 90 days. The targets: CSAT of 85%, 10 days, and 90-day churn under 8%. If CSAT goes up and churn doesn't move, you made the experience feel better without fixing the cause. The CSAT calculator handles the perception side.

Leadership reads the outcome layer. A slide of CSAT scores once got me polite nods. The same work shown next to early churn got me a budget.

Try this this week

  • Pick one journey that matters to both the customer and the business. Onboarding or refunds are good first choices.
  • Map it with one person each from sales, CS, support and finance.
  • Count how many times the customer has to contact you to finish it.
  • Write down one baseline per layer before you change anything.

Fix one journey, measure it, then move to the next one. The customer experience metrics guide defines each metric if you need it.