AI EnterpriseOctober 16, 20264 min read

Your CX team found the problem. Why isn’t anyone fixing it?

Latané Conant

Chief Marketing Officer @Parloa

Every company says it listens to customers. It’s in the annual report. It’s baked into the brand values. It’s probably in a slide deck somewhere next to a stock photo of a very happy person wearing a headset.

But when the CX team finds something the business needs to know, what happens next?

For 41.2% of CX operators, they don’t do anything. For those that do, 55.1% never see the insight actioned on.

And on the executive side, less than half ever see a CX insight hit their desk. When they do, only about half act on it.

Those findings come from a new study by Parloa and Metric Sherpa where we surveyed 531 CX and contact center professionals responsible for measurement, along with 238 executives who set CX strategy and own its outcomes.

As a CMO, that’s wild to me. Marketing teams spend a lot of money trying to understand what customers think, and the service organization is sitting on a gold mine of market insight! Customers are telling us where they’re running into friction and what isn’t working, and yet many companies still measure those conversations through average handle time and call deflection.

What gives?

Operators and executives are asking different questions

Product, marketing and finance don’t all speak the same language. And none of them speak CX’s language. So they don’t automatically know how a change in effort, satisfaction, or containment affects the numbers they own.

Executives don’t want to look at the nitty gritty details. They want to know what a finding means for the business and which decision it should inform.

When we asked both groups what they wanted from CX measurement, 46.4% of executives ranked financial and business impact linkage among their top three priorities. Only 32.2% of operators did.

Nobody’s wrong here; they’re just looking at the same customer experience through different lenses.

The operator is asking, “What happened?” Did customer effort increase? Are more customers calling back? Which interactions aren’t getting resolved? Those answers help CX manage the service operation, but they don’t necessarily show how the issue affects a product roadmap, a retention target or a financial result.

The executive is asking, “What does it mean for the business?” Is the issue raising the cost to serve? Could it affect retention or revenue? What decision do we need to make? They can see that CX has identified a problem, but unless it’s connected to an outcome they own, there’s no clear reason for their team to do anything differently.

CX leaders are in a powerful position to connect those questions. But the number won’t do that work on its own.

An insight needs more than a number

A good finding can still lose momentum before anyone makes a decision.

Sometimes the issue is credibility. Many CX teams are working with declining survey sample sizes, so a score may represent a smaller slice of customers than it once did. If the sample size, methodology or definition behind a measure changes too, people outside the CX team may not know whether they’re looking at a meaningful signal.

Sometimes it’s context. A score tells people what changed, but not why. Customer language and interaction details make the finding real in a way that a number on a slide can’t.

And sometimes the business relevance is missing. The insight reaches another department, but nobody explains what it means for that team’s priorities.

It’s like, “Here’s the number. Good luck!”

That’s the handoff CX has to get right. The receiving team should understand why the finding matters to its work and what decision is on the table.

AI turns every conversation into customer insights

Until recently, nobody could listen to every customer conversation. There were just too many. So CX teams pulled a sample of calls, sent out surveys, and pieced together the rest as best they could. That’s not a knock on CX teams, but it meant most of the customer journey stayed in the dark.

AI can listen to every conversation and find the patterns, like a return policy that’s confusing people or a bug behind a spike in repeat calls. That used to take weeks of digging, if anyone could do it at all. I think this changes everything about how CX shows up for the rest of the business.

The teams in our study are ready for it. 61.4% of operators want to evaluate every conversation rather than a sample, and executives’ top pick was surfacing customer insights for product and business teams (51.4%).

A finding based on every conversation, with customers’ own words attached, is a lot harder to dismiss. Tie it to something another team already tracks, name who owns the decision, and you’ve handed them something to act on instead of homework.

Every company says it listens to customers. Now we actually can.

Read the full 2026 CX Observability Study to learn how to turn customer insight into business action, connect CX measurement to executive priorities, and use the five-part CX Observability Index to help your organization decide what to improve next.

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