B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
65%
65% -- share of ai cited product pages with structured data for AI-cited product pages (2026)
65% of AI-cited product pages include structured data markup.
- Cites unspecified research published in early 2026
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
65%
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
vryse.co
Primary
Tier C
https://vryse.co/blog/ai-search-for-ecommerce ↗
Source Article
AI Search for E-Commerce: Visibility & Rankings
AI & LLM SEO
AI & LLM SEO
AI Search for E-Commerce: Optimize Product Feeds for Visibility
AI Search for E-Commerce: Optimize Product Feeds for Visibility
Discover how AI search is transforming ecommerce visibility and learn how schema markup, product feeds, and structured content help products rank …
Original Research
vryse.co
· Original study ↗
Methodology
Unattributed research reference cited in agency blog post
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI-cited product pages: 65% share of ai cited product pages with structured data. Source: vryse.co (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-cited-product-pages-structured-data
HTML Embed
<blockquote cite="https://lighthousedata.io/data/ai-cited-product-pages-structured-data" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>65%</strong> -- share of ai cited product pages with structured data for AI-cited product pages<br><small>Source: vryse.co (2026) · <a href="https://lighthousedata.io/data/ai-cited-product-pages-structured-data" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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