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

15%

15% -- share of customer support tickets for eCommerce businesses (2025)

2025  · two-point-o.com

'Where is my order' (WISMO) questions account for between 15% and 30% of all customer support tickets for most eCommerce businesses.

  • Applies to most eCommerce businesses
  • Reported as a range between 15% and 30%
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Attribution: two-point-o.com View source
Lighthouse Research Team
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Source verified Evidence graded
Value
15%
Unit
Percentage
Data Vintage
2025
Entity
eCommerce businesses
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
two-point-o.com Primary Tier C
https://two-point-o.com/insights/context-engineering-ai-investment/ ↗
Confidence: 48/100 Vintage: 2025 Channel: Deep Crawl
Source Article
The smart money is on context engineering: why your next AI investment should go deeper
Moving beyond basic AI responses While everyone has been obsessing over writing the perfect AI prompts, the real breakthrough is emerging at a deeper level. As Shopify CEO Toby Lutke explains: "I really like the term 'context engineering' over prompt engineering. It describes the core skill better: …
Original Research
two-point-o.com · Original study ↗

Range 15-30%; midpoint used

Methodology documented
Industrymarketing
Plain Text
eCommerce businesses: 15% share of customer support tickets. Source: two-point-o.com (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/wismo-share-support-tickets-ecommerce
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<blockquote cite="https://lighthousedata.io/data/wismo-share-support-tickets-ecommerce" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>15%</strong> -- share of customer support tickets for eCommerce businesses<br><small>Source: two-point-o.com (2025) · <a href="https://lighthousedata.io/data/wismo-share-support-tickets-ecommerce" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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