B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
26%
26% -- conversion rate lift for AI product recommendation engines (e-commerce) (2025)
AI product recommendation engines can increase conversion rates by up to 26%.
- Reported as an upper bound ('up to 26%')
- Underlying primary research study is not named
Attribution:
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Lighthouse Research Team
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Source verified
Evidence graded
Value
26%
Unit
Percentage
Data Vintage
2025
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
erahaus.com
Primary
Tier C
https://erahaus.com/business-development/ai-personalization-in-e-commerce-benefits-tools-trends-2025… ↗
Source Article
AI Personalization in E-Commerce – Benefits, Tools & Trends 2025
As the global e-commerce market exceeds $5.8 trillion, the race to capture customer loyalty is no longer just about price or product range. Today’s consumers expect retailers to recognize their preferences, predict their needs, and deliver tailored experiences that feel intuitive—almost invisible. I…
Original Research
erahaus.com
· Original study ↗
Methodology
Reported as 'up to 26%' upper-bound increase in conversion rates; original study not named.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
AI product recommendation engines (e-commerce): 26% conversion rate lift. Source: erahaus.com (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/recommendation-engines-conversion-lift
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<blockquote cite="https://lighthousedata.io/data/recommendation-engines-conversion-lift" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>26%</strong> -- conversion rate lift for AI product recommendation engines (e-commerce)<br><small>Source: erahaus.com (2025) · <a href="https://lighthousedata.io/data/recommendation-engines-conversion-lift" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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