B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
40%
40% -- ai visibility improvement for GEO techniques (2026)
Princeton University research suggests GEO techniques can improve AI visibility by up to 40%.
- Improvement is up to 40% through strategies like statistics inclusion, structured formatting, and comprehensive topic coverage
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
40%
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Princeton University
Primary
Tier B
https://nicolaziady.com/aeo-vs-seo-what-you-need-to-know/ ↗
Source Article
AEO vs SEO: What You Need to Know - Nicola Ziady
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Original Research
Princeton University
· Original study ↗
Methodology
Princeton University research
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
GEO techniques: 40% ai visibility improvement. Source: Princeton University (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/geo-techniques-ai-visibility-princeton
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<blockquote cite="https://lighthousedata.io/data/geo-techniques-ai-visibility-princeton" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40%</strong> -- ai visibility improvement for GEO techniques<br><small>Source: Princeton University (2026) · <a href="https://lighthousedata.io/data/geo-techniques-ai-visibility-princeton" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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