B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
95%
95% -- churn prediction accuracy for Cleeng ChurnIQ AI churn models (2025)
Cleeng's ChurnIQ AI churn models predict subscriber cancellation likelihood with 95% accuracy.
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Lighthouse Research Team
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Source verified
Evidence graded
Value
95%
Unit
Percentage
Data Vintage
2025
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Cleeng
Primary
Tier A
https://blog.cleeng.com/how-to-win-back-lost-subscribers-campaign-examples-and-strategies ↗
Source Article
How to Win Back Lost Subscribers: Campaign Examples and Strategies
Every subscription business, no matter how successful, faces the challenge of churn—subscribers leaving your service. Whether it’s due to price sensitivity, lost interest, or competition, lapsed subscribers represent lost revenue and untapped opportunities for growth.
But here’s what most successful…
Original Research
Cleeng
· Original study ↗
Methodology
First-party vendor claim on Cleeng's official blog regarding its own ChurnIQ retention analytics product; no model methodology, dataset, or study date disclosed. Article undated; vintage set to crawl collection year (Jan 2025).
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Cleeng ChurnIQ AI churn models: 95% churn prediction accuracy. Source: Cleeng (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/cleeng-churniq-churn-prediction-accuracy
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<blockquote cite="https://lighthousedata.io/data/cleeng-churniq-churn-prediction-accuracy" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>95%</strong> -- churn prediction accuracy for Cleeng ChurnIQ AI churn models<br><small>Source: Cleeng (2025) · <a href="https://lighthousedata.io/data/cleeng-churniq-churn-prediction-accuracy" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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