B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
25%
25% -- ticket deflection rate for brands using AI-driven proactive service (2026)
Brands using AI-driven proactive service report ticket deflection rates between 25% and 45%.
- Reported as a range of 25% to 45%
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
25%
Unit
Percentage
Data Vintage
2026
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
alhena.ai
Primary
Tier C
https://alhena.ai/blog/proactive-customer-service-ecommerce-ai/ ↗
Source Article
6 Proactive Customer Service Examples (AI
Original Research
alhena.ai
· Original study ↗
Methodology
Range 25-45%; midpoint used
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
brands using AI-driven proactive service: 25% ticket deflection rate. Source: alhena.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-deflection-rate-benchmark
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<blockquote cite="https://lighthousedata.io/data/ai-deflection-rate-benchmark" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>25%</strong> -- ticket deflection rate for brands using AI-driven proactive service<br><small>Source: alhena.ai (2026) · <a href="https://lighthousedata.io/data/ai-deflection-rate-benchmark" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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