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

60%

60% -- routine query volume share for ecommerce support tickets (2026)

2026  · alhena.ai

Common/routine queries make up 60% to 80% of total customer support ticket volume during peak season.

  • Reported as a range of 60 to 80 percent
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Attribution: alhena.ai View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
60%
Unit
Percentage
Data Vintage
2026
Entity
ecommerce support tickets
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-customer-support-peak-season/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Peak Season Customer Support Playbook: How Ecommerce Brands Use AI Instead of Seasonal Hires
Original Research
alhena.ai · Original study ↗

Range 60-80%, midpoint used

Methodology documented
Industrymarketing
Plain Text
ecommerce support tickets: 60% routine query volume share. Source: alhena.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/routine-queries-ai-share
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<blockquote cite="https://lighthousedata.io/data/routine-queries-ai-share" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>60%</strong> -- routine query volume share for ecommerce support tickets<br><small>Source: alhena.ai (2026) · <a href="https://lighthousedata.io/data/routine-queries-ai-share" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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