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

56%

56% -- silent churn rate for e-commerce customers (2026)

2026  · alhena.ai

56% of customers leave silently without ever complaining after a bad experience / bad AI experience.

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Attribution: alhena.ai View source
Lighthouse Research Team
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Source verified Evidence graded
Value
56%
Unit
Percentage
Data Vintage
2026
Entity
e-commerce customers
B
Strong, reliable evidence

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

61/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
alhena.ai Primary Tier C
https://alhena.ai/blog/ai-trust-recovery-wrong-answer-ecommerce/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Your AI Gave a Wrong Answer to 500 Customers. Now What?
Original Research
alhena.ai · Original study ↗

Industry research cited by Alhena AI

Methodology documented
Industrymarketing
Plain Text
e-commerce customers: 56% silent churn rate. Source: alhena.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/customers-leave-silently-without-complaining
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<blockquote cite="https://lighthousedata.io/data/customers-leave-silently-without-complaining" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>56%</strong> -- silent churn rate for e-commerce customers<br><small>Source: alhena.ai (2026) · <a href="https://lighthousedata.io/data/customers-leave-silently-without-complaining" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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