Most companies today do not have an insight problem. They have more data than they know what to do with. Feedback surveys, NPS scores, CSAT results, open text responses, session recordings, support tickets, churn data. The volume of information flowing through a typical customer experience function is larger than it has ever been.

And yet, according to McKinsey, only 15% of organisations routinely use customer insight to actually steer decisions. The rest are collecting, analysing, and presenting. Just not acting.

That is not an insight problem. That is a translation problem. And it is the single biggest gap between CX teams that create genuine business value and the ones that produce genuinely good reports that nobody does anything about.

The comfortable trap most insight teams are stuck in

Let me describe a pattern I have seen consistently across the ten years I spent building and running CX measurement programs.

An insight team works hard. They design smart surveys, collect solid data, run proper analysis, and build a well-structured presentation. They bring it to the leadership team. The leadership team nods. Someone says it is very interesting. Someone else asks whether they can segment it by region. A third person mentions a competing priority. The presentation is saved to a shared drive. Two months later, the same problems are still showing up in the feedback.

This is not a story about bad leadership or lazy teams. It is a story about insight that was never designed to create obligation. It informed. It did not drive.

The difference between good insights and great insights is not methodological. It is not about which tool you use or how clean your data is. It is about whether the insight creates a decision, and whether someone owns that decision before the meeting ends.

What great insights actually look like

Great insights share a few characteristics that good insights often miss.

They are specific enough to point to a single owner. "Customer satisfaction has declined" is a finding. "Customers who contact support more than once about the same issue have an NPS score 34 points lower than those who resolve in a single contact, and this pattern is concentrated in the post-purchase stage of the journey" is an insight. The first one is everyone's problem. The second one belongs to someone specific in the organisation, and that someone can do something about it by next week.

They are connected to a commercial outcome. Insight that sits inside the CX function and never speaks the language of revenue, cost, churn or growth will always struggle to compete for attention and budget. The best insight leaders I have seen are not the ones who produce the most elegant analysis. They are the ones who can sit with a CFO and explain, in plain numbers, what a 10-point improvement in emotional experience at the booking stage is worth in incremental conversion.

They are delivered at the right moment. This is underrated. A quarterly insight report is not a strategic tool. It is a historical document. By the time it arrives, the business has already moved past the period it covers. The most valuable insights are the ones that show up while there is still time to do something about them.

And finally, great insights are prioritised honestly. Not every signal matters equally. One of the most important skills in a CX insight function is the ability to look at a full dataset and say with confidence: this is the one thing that, if fixed, changes the most for customers and the business. Everything else can wait. That kind of clarity requires judgment, not just analysis.

The problem with chasing everything

Here is something that might sound counterintuitive. One of the biggest mistakes insight teams make is trying to be comprehensive.

A comprehensive report covers everything. It is balanced and thorough and professionally presented. It also asks nothing of anyone in particular, because when you spread the findings across fifteen slides, the urgency disappears. Each issue feels equally important, which means none of them feel urgent enough to act on today.

Great insight functions work more like a triage unit than a library. They have a clear view of what is critical, what is developing, and what can be monitored for now. They communicate the critical things loudly and with a recommended response. They do not bury the critical thing on slide nine between two moderately interesting observations about regional variation.

Forrester has warned that CX teams that become what they call "replaceable reporting functions" rather than strategic partners are at risk of being cut entirely. That warning exists precisely because so many teams have drifted toward volume over impact, toward covering everything rather than driving anything.

The EVI lesson: measuring the right thing changes what you can act on

When I developed the Emotional Value Index methodology, one of the core design principles was that it had to produce actionable output, not just an interesting score.

Traditional metrics like NPS give you a number. That number tells you where you stand relative to last quarter or a competitor benchmark. What it does not tell you is which emotional state your customers were in at the specific touchpoint where the experience broke down, and what you need to change to shift that emotional state in the right direction.

EVI was built to produce that kind of specificity. When you know that customers who felt confusion at the information stage of the journey are converting at roughly half the rate of those who felt trust, you have something a product team, a content team, and a marketing team can all act on immediately. The insight points to a place, an emotion, and a direction. That is the starting line for a decision, not the conclusion of a report.

The methodology itself matters less than the principle behind it. Whatever tools and metrics you use, the question to keep asking is: if someone reads this finding, do they know what to do next, and do they feel enough urgency to do it today rather than next quarter?

Building an insight function that drives decisions

If you want to close the gap between good insights and great ones in your organisation, three things matter more than anything else.

The first is governance. Insights need owners, not just audiences. Every significant finding that reaches a decision-maker should come with a named person responsible for the response, a proposed action, and a timeline. Without that structure, insight piles up and no one is accountable for the silence.

The second is commercial fluency. Insight leaders need to be able to speak the language of the business they serve. That means understanding how the metrics connect to revenue, retention, and cost. It means knowing which commercial levers are available and which parts of the organisation control them. The insight function should feel like a business partner, not a research department.

The third is ruthless prioritisation. Do fewer things better. Find the two or three signals that genuinely move the business and go deep on those. Let the rest sit in a monitoring state until they become critical. The temptation is always to show the breadth of what the function covers. The value is always in the depth of what it changes.

A final thought

The companies that win on customer experience over the next few years will not be the ones with the most sophisticated measurement frameworks or the most data points per customer. They will be the ones where insight creates obligation.

Where a finding lands on a desk and someone says: right, who owns this, what are we doing, and when will we know if it worked? That is the standard. Everything else is just research.

Jaakko Männistö is a CX professional, growth leader and the developer of EVI® (Emotional Value Index). He has worked with 450+ brands globally on customer experience strategy and measurement. He is the author of "The Journey: How to Create the Happiest Customers in the World."