B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
$234,000,000,000
$234,000,000,000 -- annual revenue lost to search abandonment for US retailers (2026)
Search abandonment costs U.S. retailers $234 billion annually.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
$234,000,000,000
Unit
Currency Usd
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Google Cloud and Harris Poll
Primary
Tier B
https://alhena.ai/blog/ecommerce-discovery-gap-ai-search-chat-recommendations/ ↗
Source Article
Why 72% of Shoppers Leave Without Finding What They Want
Original Research
Google Cloud and Harris Poll
· Original study ↗
Methodology
Google Cloud and Harris Poll research
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
US retailers: $234,000,000,000 annual revenue lost to search abandonment. Source: Google Cloud and Harris Poll (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/us-search-abandonment-cost-234b
HTML Embed
<blockquote cite="https://lighthousedata.io/data/us-search-abandonment-cost-234b" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>$234,000,000,000</strong> -- annual revenue lost to search abandonment for US retailers<br><small>Source: Google Cloud and Harris Poll (2026) · <a href="https://lighthousedata.io/data/us-search-abandonment-cost-234b" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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