Not sure where to start? Take a guided tour.
AI Site Grader
AI Query Scanner
llms.txt GeneratorBlog pages run at 1.4x citation efficiency
Blog and editorial pages post a 1.4x citation efficiency in the page-type matrix.
Blog content outperforms its crawl share.
The numbers behind it.
- Blog efficiency
- Blog content outperforms its crawl share.
- 1.4x
The evidence.
| Measure | Result |
|---|---|
| Blog efficiency Blog content outperforms its crawl share. | 1.4x |
Population and method
Built from 337,362 citations and 11,406,191 crawler visits across 882 brands, with page-type classification and crawl-to-citation matching.
Where the evidence stops
Efficiency is relative to share, so it is best used for prioritization, not as a standalone success metric.
Underperforming page types can still be necessary for other jobs such as onboarding, conversion, or account support.
Crawler behavior and citation behavior are linked but not identical, especially across bot families.
What to do with this
Strategists should allocate resources toward explanation-heavy editorial formats, as these pages convert crawler attention into active citations more effectively than standard product or transactional pages.
Cite this fact.
Source study: Page Type Performance“Blog and editorial pages post 1.4x citation efficiency in the page-type matrix.”
AI Crawls Your Product Pages. It Cites Your Blog. - Trakkr Research · Blog pages run at 1.4x citation efficiency
AI Crawls Your Product Pages. It Cites Your Blog. · Trakkr Research · Updated 14 March 2026