B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

26.1%

26.1% -- ai adoption for churn prediction for CS teams using AI (2026)

2026  · Velaris

According to Velaris's 2026 research, 26.1% of Customer Success teams using AI apply it to churn and expansion prediction.

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Attribution: Velaris View source
Lighthouse Research Team
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Source verified Evidence graded
Value
26.1%
Unit
Percentage
Data Vintage
2026
Entity
CS teams using AI
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

60/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
50
Citation Chain
60
Independence
30
Methodology
45
Freshness
95
Velaris Primary Tier B
https://www.velaris.io/articles/churn-prediction-models-what-they-are-how-to-build-them ↗
Confidence: 51/100 Vintage: 2026 Channel: Common Crawl
Source Article
Churn Prediction Models: What They are and How to Build Them
Original Research
Velaris · Original study ↗

Velaris’s 2026 research

Methodology documented
Industrymarketing
Plain Text
CS teams using AI: 26.1% ai adoption for churn prediction. Source: Velaris (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/velaris-2026-churn-prediction-study
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<blockquote cite="https://lighthousedata.io/data/velaris-2026-churn-prediction-study" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>26.1%</strong> -- ai adoption for churn prediction for CS teams using AI<br><small>Source: Velaris (2026) · <a href="https://lighthousedata.io/data/velaris-2026-churn-prediction-study" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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