Matrix · Content density
ContentOn-Page Structure & Schemahigh effortmedium volatility
The myth
AI models prefer short, simple pages.
The receipt says
Pages with high quote density and numeric stats are cited 2-3x more often than thin content.
Impact
8.8
How much this moves citations
Consensus
7.8
How much the industry agrees
Evidence
74%
Strength of underlying research
Engines
3
ChatGPT, Claude, Perplexity
Nuance
Density beats length. Bloat without primary data does not help.
Primary source
Quote and stat density correlates with ChatGPT citation likelihood
Vendor studyAirOps
AirOps content analysis of 2,000 cited vs uncited pages: cited pages average 3.2x more direct quotes and 2.1x more numeric statistics per 1000 words.
https://www.airops.com/research/chatgpt-citation-density ↗Published 2025-03-05 · Evidence 74%
Applies to
ChatGPTClaudePerplexity