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Customer Case

From weeks to hours: data noise to actionable insights.

The challenge

With hundreds of thousands of customer interactions per month, the simple questions had already been handled. What remained were increasingly complex and deep-seated problems, leading to increases in both time spent and cost per case.

The result

500

fewer calls per week from a single process fix

2M+

SEK annual savings from one identified issue

Hours

instead of weeks to identify customer trends

"In an operation of our size, it is crucial to move from data noise to decisive actions. Labelf sorts millions of interactions and gives us the clear signals we need. This allows us to act faster and with greater confidence on what truly matters, creating a better customer experience."

Head of Customer Operations Business Improvement

Leading Scandinavian Telecom

Background

When the easy wins were already taken.

Historically, they had succeeded in pressing down costs and raising customer satisfaction through continuous improvements. But they needed the next step — deeper insights into why customers contact them, not just that they do.

Improve the customer meeting
See which calls succeed, where coaching has great effect, and create personal development for employees.
Cut costs and prioritize
Move from reactive to quickly identifying root causes and acting on what yields the greatest business value.
Evaluate GenAI/LLM
Understand intent, topic, and context in every customer dialogue — replacing inefficient legacy technology.
Concrete example

From frustration to "plug and play"

By analyzing customer calls, a complicated login process for customers with new digital TV boxes was identified as creating major frustration and a call volume of hundreds of cases every week.

By changing the process and sending out pre-logged-in boxes, the number of calls decreased by 500 per week, corresponding to an annual saving of over 2 million SEK and a significantly improved start to the customer journey.

500 fewer calls / week
2M+ SEK saved annually
A new era of customer understanding

Insights that flow to the people who can act.

The journey began with a test where thousands of calls could be transcribed and categorized in real-time. Every call was analyzed with high precision, giving a detailed understanding of customers' needs, challenges, and wishes.

Instead of valuable feedback stopping at customer service, it now flows directly to the people who can act.

Product Owners

See exactly which products and services create frustration or joy and make data-driven decisions for adaptation.

Process Owners

Immediately identify bottlenecks and inefficient moments in the customer journey — inside and outside customer service.

Marketing

Deeper understanding of customers' drivers and needs for more accurate campaigns that fulfill expressed needs.

What was enabled

Real-time intelligence, real impact.

From coaching metrics that agents can actually influence, to trend identification in hours instead of weeks.

Fair and effective coaching

Instead of only measuring "hit-rate" (sales per call), they now measure "offer-rate" — a fair metric employees can influence. Team leaders give specific coaching and see the effect the very next day.

Immediate trend identification

Analyses that previously took weeks now happen in hours. Both acute spikes and smaller recurring problems are captured — making it possible to quickly quantify the size, impact, and cost of any issue.

Smarter quality assurance

Inefficiencies like unnecessary transfers were automatically identified, while the calls that best exemplify high customer satisfaction were surfaced — providing insights to lower AHT and strengthen QA with data-driven examples.

Technology is only half the journey.

Real value cannot be created by new technology alone, but by how it is integrated into business processes. The biggest gains come from the ability to systematically identify and fix dozens of smaller problems that were previously invisible.

Interaction analysis is no longer a project — it is a fundamental capability that makes operations faster, smarter, and more customer-centric.

And this is only the beginning.

From Data Noise to Decisive Action.

Reduced operating costs, increased customer satisfaction, and the identification of new revenue opportunities through deeper customer insights.

500

Fewer calls per week from one fix

2 M+

SEK annual savings

30 d

Average integration window

We're ready, are you?

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