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

94%

94% -- share of purchases captured for products rated four stars or above (2026)

2026  · alhena.ai

Products rated four stars or above capture 94% of purchases.

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Attribution: alhena.ai View source
Lighthouse Research Team
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Source verified Evidence graded
Value
94%
Unit
Percentage
Data Vintage
2026
Entity
products rated four stars or above
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/rich-product-cards-ai-chat-visual-commerce/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Rich Product Cards in AI Chat Beat Text
Original Research
alhena.ai · Original study ↗

Vendor-cited figure, original study unnamed

Methodology documented
Industrymarketing
Plain Text
products rated four stars or above: 94% share of purchases captured. Source: alhena.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/four-star-products-94-purchases
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<blockquote cite="https://lighthousedata.io/data/four-star-products-94-purchases" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>94%</strong> -- share of purchases captured for products rated four stars or above<br><small>Source: alhena.ai (2026) · <a href="https://lighthousedata.io/data/four-star-products-94-purchases" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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