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

81%

81% -- share of sites showing irrelevant results two word queries for ecommerce sites (2026)

2026  · Baymard Institute

81% of tested ecommerce sites display irrelevant items for simple two-word queries.

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Attribution: Baymard Institute View source
Lighthouse Research Team
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Source verified Evidence graded
Value
81%
Unit
Percentage
Data Vintage
2026
Entity
ecommerce sites
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
Baymard Institute Primary Tier C
https://alhena.ai/blog/ecommerce-discovery-gap-ai-search-chat-recommendations/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Why 72% of Shoppers Leave Without Finding What They Want
Original Research
Baymard Institute · Original study ↗

Baymard Institute testing

Methodology documented
Industrymarketing
Plain Text
ecommerce sites: 81% share of sites showing irrelevant results two word queries. Source: Baymard Institute (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/sites-irrelevant-two-word-queries
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<blockquote cite="https://lighthousedata.io/data/sites-irrelevant-two-word-queries" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>81%</strong> -- share of sites showing irrelevant results two word queries for ecommerce sites<br><small>Source: Baymard Institute (2026) · <a href="https://lighthousedata.io/data/sites-irrelevant-two-word-queries" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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