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Customer Experience

Build relationships that last.

Your customers tell you what they love and what frustrates them — in every interaction. Labelf finds the patterns, so you can do more of what works and remove what doesn't.

Seeing the customer experience
Relationship value
Promoter vs Detractor LTV
0.0x
Delight from Agent Behavior
0%
Annual Promoter Value
$0.0M
Beyond the score

What makes customers love you?

Labelf connects satisfaction to specific interactions, agent behaviors, and patterns. You don't just see the score — you see what's driving it up and what's pulling it down.

Which agent behaviors create promoters? Which touchpoints create friction? What should you do more of? All answered automatically.

Delight drivers
What makes customers rate you high? Do more of it.
Relationship trends
Track satisfaction over time by category, team, and customer cohort
Friction points
Which touchpoints frustrate? Transfers, repeats, unresolved issues.
Promoter patterns
What do your happiest customers have in common?
Agent impact
Which agents consistently build great relationships?
Sentiment tracking
Real-time emotional read across every conversation

Learn from your best interactions.

Labelf reads every interaction and finds the patterns that separate great experiences from poor ones. Then it packages those patterns into actionable recommendations — amplify what delights, remove what frustrates.

  • Finds what creates delight First-call resolution, proactive callbacks, remembered context — the specific behaviors that turn passives into promoters.
  • Identifies friction to remove Unnecessary transfers, repeated explanations, broken promises — the patterns that erode trust.
  • Packages best practices What your top agents do differently — extracted, documented, and ready to share with everyone.
Reading all interactions
Mapping sentiment patterns
Finding what creates promoters
Identifying friction points
Comparing agent approaches
Building relationship playbook
Recommendations
1
Train billing agents on Emma's resolution techniqueAmplify
2
Add proactive callback after complex installationsNew touchpoint
3
Reduce transfers on service cancellation flowRemove friction
Ready to act on
Experience drivers

Amplify what works. Remove what doesn't.

Every interaction leaves a signal. Labelf maps what creates delight and what creates friction — ranked by CSAT impact and volume.

Experience DriversCSAT impact analysis · Last 6 months
Amplify — do more of this
First-call resolution
+0.8
Agent remembered context
+0.6
Proactive follow-up call
+0.5
Offered relevant upgrade
+0.4
Reduce — remove this friction
Transferred 2+ times
-1.2
Had to repeat their issue
-0.9
No resolution, no callback
-0.7
Long hold after transfer
-0.5
Full analysis with 40+ drivers across all categoriesBook a Demo
Satisfaction breakdown

Not all contact reasons are created equal.

Some categories delight. Others destroy satisfaction. See exactly which contact reasons create promoters and which create detractors.

CSAT by Contact Reason
Order tracking
4.4
Account changes
4.1
Product questions
3.8
Technical support
3.1
Billing disputes
2.6
Cancellation
2.2
Relationship trajectory

Every interaction shapes the relationship.

Watch how specific agent behaviors transform a frustrated customer into a loyal promoter — over time, interaction by interaction.

MA
Maria Andersson
Customer since 2023 · Mobile + Internet + TV
4.8Promoter
Mar 20242.8
Billing confusion — overcharged after plan change
Agent rushed, didn't explain. Customer left frustrated.
Apr 20243.5
Called back about same issue
Emma resolved it, explained the invoice line by line, applied credit.
Jun 20244.2
Proactive callback about better plan match
Emma noticed Maria was overpaying, called to suggest a better fit.
Sep 20244.6
Internet setup at summer house
Remembered her from last call. Bundled mobile + broadband. Smooth install.
Nov 20244.8Promoter
Upgraded TV package, referred a colleague
Full journey · Product portfolio · Lifetime valueBook a Demo

Great experience drives everything else.

Promoters stay longer, buy more, and refer others. Detractors churn. Customer experience is the foundation — it feeds directly into Churn Reduction, Sales Opportunities, and Agent Coaching.

Happy customers stay. And they bring friends.

Customer experience isn't a soft metric. It's the leading indicator of retention, revenue, and growth.

3.2 x

Promoter lifetime value vs detractor

42 %

Passive-to-promoter conversion rate

30 d

Average integration window

We're ready, are you?

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