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From raw conversations to business results.

Labelf reads every customer interaction, trains custom AI models to understand them, and turns that understanding into actions — churn saves, sales leads, coaching plans, and process fixes. All measured in dollars.

The Labelf platform

From description to production in minutes.

Describe what you want to classify. The model starts working immediately. No data science required.

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Create Model
Describe what you want to find
What do you want to classify?
Suggested labels
Frustrated with billing
Confused but not frustrated
Satisfied with resolution
Requesting information only
Escalation needed
Deploy Model
Billing Frustration
0%0%
vs last quarter
Frustration rate over timeTrending down
JunJulAugSepOctNovDec
Confusion matrix, per-class metrics, active learning, and moreBook a Demo

Label smarter, not harder.

The system finds the examples that matter most — edge cases, rare patterns, your mistakes. 200 smart labels beat 2,000 random ones.

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Active Learning
Check labelingThe model thinks you might have missed this one

You labeled this "Service cancellation" but the model is 94% sure it's "Product inquiry"

"What happens if I cancel my add-on? Do I lose the discount on my main plan?"

Product inquiryService cancellationBilling dispute|SkipDiscuss

Search by meaning, not keywords.

Type a question. Find matching conversations across millions of interactions — even when the words are completely different.

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Search conversations...
96
Caller·2024-11-14Service Cancellation

"I've been looking at what other providers offer and honestly their prices are much better. I've had nothing but problems with you."

91
Caller·2024-11-12Billing & Invoicing

"My neighbor switched to another provider and pays half of what I do. I don't understand why I'm still here."

87
Caller·2024-11-10Product Questions

"I saw an ad for a competitor with 500 Mbit for 299 kr. You're charging me 449 for the same speed. That's not okay."

82
Caller·2024-11-08Technical Support

"If this isn't fixed by Friday I'm done. I already have the order form from the other company ready to go."

847 results across 5.2M conversationsBook a Demo

Ask anything. Get answers in seconds.

The AI Agent queries your data, reads transcripts, builds charts, and suggests actions — all from a single question.

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AI Agent· Connected to all your data

TV app calls spiked +40% this week due to three root causes:

1. Firmware v3.2 crash on Samsung TVs — 1,847 calls (57%)

The app freezes when switching channels. Only affects firmware v3.2 on 2023 Samsung models. Started Monday after the OTA update rolled out.

2. Streaming quality drop during peak hours — 892 calls (28%)

Customers report buffering between 19:00-22:00. Correlates with CDN capacity in Stockholm region.

3. Login loop after password change — 502 calls (15%)

Known issue — password reset flow doesn't sync to the TV app for up to 24h.

Calls by root cause — this week
Firmware
Streaming
Login
MonTueWedThuFriSatSun
Recommended actions
1
Roll back firmware v3.2 for Samsung 2023 models
Process Alert$42K/mo
2
Create agent playbook: "TV app freezing — check firmware first"
Playbook
3
Escalate CDN capacity in Stockholm to network team
Process Alert$18K/mo
Show me which agents handle firmware calls bestCreate a playbook for thisWhat's the churn impact?
Multi-step reasoning, dashboard filters, data export, conversation deep-divesBook a Demo

From insight to action. Automatically.

When the AI finds a pattern — it writes the playbook, cites real conversations, and tracks whether agents follow it.

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Playbook
Active · 78% adherence
Origin: AI Agent discovered this pattern

"Billing disputes where the customer mentions a competitor offer have 3× higher churn than other billing disputes. Agents who offer a price-match within the first 2 minutes retain 72% of these customers."

Billing · Retention

Price-match on competitor mention

IfWhen this happens

Customer calls about a billing dispute and mentions a competitor's pricing or offer during the conversation.

Don'tAnti-pattern

Don't dismiss the competitor mention or redirect to the standard retention script. Don't say "I understand" and then read the generic offer. The customer has done research — they need to feel heard, not processed.

DoRecommended action

Acknowledge the competitor offer specifically. Ask what attracted them to it. Then offer a price-match or bundle within the first 2 minutes — before they've mentally committed to switching. Use: "I can see why that's attractive. Let me see what I can do for you right now."

Est. monthly impact
$34K
Affected calls/month
1,240
Retention when followed
72%
Cited from real conversations

"I saw they have the same speed for 299 kr. You're charging me 449."

Caller · Nov 8·Churned — no price-match offered
View conversation

"Let me check what I can do. I see you've been with us for 4 years — I can match that price and add 3 months free."

Agent Sarah · Nov 12·Retained — price-match in 90 seconds
View conversation
Adherence tracking active
Custom ML model deployed
Overall adherence
78%
Cost of non-adherence
$7.5K/mo
Trend
+12%
Distribution, per-agent adherence, coaching integration, version historyBook a Demo

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25+ chart types, custom metrics, real-time filters. Every model you train becomes a dashboard dimension.

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Dashboard Studio
OverviewChurnSalesAgents
Filters:Product: AllPeriod: Last 30 daysTeam: All teams+ Add filter
Churn Rate
4.2%-0.8%
Target: < 5%
Avg AHT
6m 42s-34s
Target: < 7m
Sales Conversion
12.4%+1.2%
Target: > 10%
Transfer Rate
18.1%+2.3%
Target: < 15%
Churn Rate Trend-0.9pp 6mo
JulAugSepOctNovDec
Top Contact Reasons
CategoryVolumeAHTCSATChurnCost
Billing & Invoicing8,4215m 12s3.26.8%$72K
Technical Support12,8478m 34s3.83.1%$124K
Service Cancellation3,21911m 02s2.442%$48K
25+ chart types, custom metrics, drag-and-drop layout, templatesBook a Demo

Every customer. Full picture.

Churn risk, upsell score, interaction history, AI-generated actions — all in one view per customer.

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EL
Erik Lindqvist
Customer since 2021 · ID: CUS-48291
Lifetime value
$4,820/yr
Churn Risk
74/100
High
Upsell Score
62/100
Medium
Avg CSAT
3.1
Declining
Interactions
7
Last 90 days
Product portfolio
Internet 100 MbitMobile UnlimitedTV BasicNo landline
Recent interactions
Oct 3CSAT 3.8Resolved
Called about slow internet speeds
Agent: Johan E.View conversation
Oct 18CSAT 2.4Escalated
Billing dispute — charged for cancelled add-on
Agent: Sandra K.View conversation
Nov 2CSAT 3.2Resolved
Follow-up: credit applied, still frustrated
Agent: Sandra K.View conversation
Nov 14No survey
Asked about competitor pricing for mobile
Agent: Frida L.View conversation
AI-generated recommendation

Erik has an unresolved billing frustration and mentioned a competitor. His contract renews in 22 days. High churn risk but also upsell potential — he's on 100 Mbit and streams sports.

1
Resolve billing dispute first — apply credit + personal apologyUrgent
2
3
4
Cohort comparison · Sentiment analysis · Next-best-action
Full journey, sentiment trajectory, cohort comparison, lifetime valueBook a Demo

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