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llms.txt GeneratorAre docs better than most teams think for AI visibility?
Yes. Documentation runs at 1.13x citation efficiency, making it a mild overperformer relative to its crawl share.
The key numbers.
- Documentation efficiency
- Docs slightly outperform their crawl share.
- 1.13x
While documentation pages are not broad commercial winners, they convert technical crawler attention into citations more effectively than raw crawl volume suggests.
The evidence.
| Measure | Result |
|---|---|
| Documentation efficiency Docs slightly outperform their crawl share. | 1.13x |
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
- Prioritize page types that convert crawl attention into citations rather than focusing solely on raw crawl volume.
- Use product pages for coverage but build answer-heavy editorial and use-case pages for citation lift.
- Audit high-crawl, low-citation templates first to identify and eliminate system waste.
Operators can use this efficiency metric to justify resource allocation for technical documentation, shifting focus from raw crawl volume to formats that reliably generate AI citations.
Questions about this answer.
Cite this answer.
Source study: Page Type Performance“Yes. Documentation runs at 1.13x citation efficiency, making it a mild overperformer relative to its crawl share.”
Mack Grenfell · Are docs better than most teams think for AI visibility?
AI Crawls Your Product Pages. It Cites Your Blog. · Trakkr Research · Updated 14 March 2026