Research
Studying How Search Actually Behaves.
Search and AI answer systems change faster than the advice written about them. Most of what circulates as best practice is inference repeated until it sounds settled.
Search Experts runs original research to test what can actually be observed — and publishes the method, the sample and the limits alongside every finding.
Published studies will be listed here as their data collection and review complete.
Research pipeline
- QuestionA specific, answerable question about search behavior
- DataA defined sample with a documented source and date
- AnalysisMethod stated plainly, including what it cannot show
- FindingWhat the evidence supports, and how strongly
- ActionWhat a business could reasonably do with it
Search Experts definition
- Search research
The systematic study of how search engines and AI answer systems select, retrieve and present information — conducted with a stated question, a defined sample, a documented method and an honest account of what the results cannot show.
Questions We Study
- Citation behavior in AI answersWhich kinds of sources AI systems reference, how often citations change, and what characteristics cited pages share.
- Retrieval versus rankingHow the pages an AI system retrieves differ from the pages a search engine ranks for the same question.
- Answer extraction patternsWhat page structures make information easy to extract and reuse in a generated answer.
- Entity clarity and recognitionHow consistent business information across the web affects whether machines identify a company correctly.
- Local search behaviorHow proximity, reviews and profile completeness interact in map-based discovery.
- Technical constraints on visibilityWhere crawl budget, rendering and indexation quietly cap performance on large sites.
Our Research Standards
- The question is stated before the data is collected.
- Sample size, source and collection date are published with every finding.
- Method is described plainly enough that someone else could repeat it.
- Correlation is never described as causation.
- Findings that contradict our own recommendations are published anyway.
Research FAQs
Original studies of observable search behavior — how results, maps and AI answer systems treat different kinds of pages, sources and businesses. We publish method and sample alongside every finding.
Studies are published when the data collection is complete and the method holds up to review. We would rather leave this section short than fill it with analysis that cannot be defended.
Findings inform what we recommend, and original research is itself an authority asset — it is one of the ways a business earns the corroboration described in off-page SEO.
Sometimes. If your business has data that would answer a genuine question about search behavior, we are open to discussing a joint study with clear terms about what gets published.
Have a Question Worth Studying?
If your market raises a question the published advice does not answer, tell us about it.
Contact Search Experts