This is a research preview. Replace illustrative observations with a complete, sourced dataset before publication.
What the preview establishes
- A linked URL and a brand mention describe different kinds of evidence.
- Source categories should be compared within the same question set and method version.
- One repeated run can reveal variation, but not a stable model preference.
Scope and setup
This preview report establishes the layout and analytical structure for SEOGEO research. The chart data is illustrative and is not presented as a completed measurement of live AI products.
The study design records the exact question, locale, observation time, product surface and every citation exposed in the answer. Repeats are stored separately so a reader can distinguish one answer from a recurring pattern.
Findings will be reported by question and source type. The method will retain missing observations and inaccessible URLs instead of silently dropping them. A future release will publish the resulting dataset and its limitations.
How observations are assembled
- Record the full question, locale and product surface.
- Start a fresh conversation and retain one answer per run.
- Capture every visible source URL and its position.
- Repeat the question and keep each outcome separate.
- Publish sample size, method version and unresolved limits.
Data availability
The production report will include a data dictionary, file format, license and permanent download path when the first verified sample is published.