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

15%

15% -- subjective impression improvement for content with statistics, quotations, citations in AI answers (2026)

2026  · n=10,000  · Princeton, Georgia Tech, Allen Institute for AI, IIT Delhi

Adding statistics, credible quotations, and source citations produced relative improvements of 15% to 30% on the study's subjective impression metric.

  • The study tested content that had already been placed within the engine's available source set.
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Attribution: Princeton, Georgia Tech, Allen Institute for AI, IIT Delhi View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
15%
Unit
Percentage
Data Vintage
2026
Entity
content with statistics, quotations, citations in AI answers
Sample Size
10,000
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
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Princeton, Georgia Tech, Allen Institute for AI, IIT Delhi Primary Tier A
https://www.ayomidejoseph.com/blog/ai-citation ↗
Confidence: 57/100 Vintage: 2026 Channel: Common Crawl
Source Article
The Citation Economy: Which Sources AI Engines Cite, and What That Means for Where You Invest
Original Research
Princeton, Georgia Tech, Allen Institute for AI, IIT Delhi · Original study ↗

GEO study; range 15-30%, midpoint used

Methodology documented
Industrymarketing
Plain Text
content with statistics, quotations, citations in AI answers: 15% subjective impression improvement. Source: Princeton, Georgia Tech, Allen Institute for AI, IIT Delhi (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/geo-subjective-impression-improvement
HTML Embed
<blockquote cite="https://lighthousedata.io/data/geo-subjective-impression-improvement" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>15%</strong> -- subjective impression improvement for content with statistics, quotations, citations in AI answers<br><small>Source: Princeton, Georgia Tech, Allen Institute for AI, IIT Delhi (2026) · <a href="https://lighthousedata.io/data/geo-subjective-impression-improvement" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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