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llms.txt GeneratorProduct pages are the clearest crawl-to-citation mismatch
Product pages operate at a 0.49x citation efficiency, representing the most significant crawl-to-citation mismatch among analyzed page types.
Product pages are read heavily and cited relatively rarely.
The numbers behind it.
- Product page efficiency
- Product pages are crawled heavily but cited much less.
- 0.49x
The evidence.
| Measure | Result |
|---|---|
| Product page efficiency Product pages are crawled heavily but cited much less. | 0.49x |
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 and operators must recognize product pages as a primary operational bottleneck for AI visibility. Teams should restructure product page content to include more citable, informational context rather than relying solely on transactional copy.
Cite this fact.
Source study: Page Type Performance“Product pages run at only 0.49x citation efficiency in the page-type study.”
AI Crawls Your Product Pages. It Cites Your Blog. - Trakkr Research · Product pages are the clearest crawl-to-citation mismatch
AI Crawls Your Product Pages. It Cites Your Blog. · Trakkr Research · Updated 14 March 2026