What is the main page-type lesson for AI search strategy? | Trakkr Research
The main lesson is that AI visibility is not a generic sitewide property. Some page types are built for crawling, while others are built for citation, and the strategy has to respect that split.
Methodology: Built from 337,362 citations and 11,406,191 crawler visits across 882 brands, with page-type classification and crawl-to-citation matching.
Direct Answer
Mostly, AI visibility is not a generic sitewide property. Some page types are built for crawling, while others are built for citation, and the strategy has to respect that split.
What this means
This turns a study finding into an operating rule teams can use when they decide what to publish, refresh, or measure next, preventing wasted budget on optimizing low-efficiency templates.
Evidence table
| Metric | Value | Why it matters |
|---|---|---|
| Blog efficiency | 1.4x | Blog content outperforms its crawl share. |
| Product page efficiency | 0.49x | Product pages are crawled heavily but cited much less. |
| Service-page efficiency | 1.87x | Service and use-case pages are strong overperformers. |
| Documentation efficiency | 1.13x | Docs slightly outperform their crawl share. |
Frequently Asked Questions
How efficient are blog posts at generating citations compared to product pages?
Blog content outperforms its crawl share with an efficiency of 1.4x, while product pages are crawled heavily but cited much less, showing an efficiency of 0.49x.
Which page type offers the highest citation efficiency?
Service and use-case pages are strong overperformers, achieving a service-page efficiency of 1.87x.
Do documentation pages perform well in AI search?
Documentation slightly outperforms its crawl share with a documentation efficiency of 1.13x.
What to do next
Related pages
Continue through the same study cluster.
- why do answer first utility pages keep winning in the matrix - Related answer page
- which page types earn the most ai citations - Related answer page
- service and use case pages are the strongest overperformers - Related fact page
- page type citation efficiency tracker - Related tracker page
Data & Sources
- AI Crawls Your Product Pages. It Cites Your Blog. - Flagship study behind this page
- Page JSON - Machine-readable companion file