A recommendation is not a ranking.
AI VISIBILITY, WITH THE METHOD ATTACHED
Learn how to sample assistant answers, record brand mentions and citations, and report uncertainty. A vendor-neutral measurement reference, not an automated tracker.
Read the manual snapshot method · Read the methodology
Make the question measurable.
Define the sample
Specify the prompts, models, dates, and what is counted.
Understand retrieval
Check whether an assistant can reach and interpret the content.
Evaluate a tracker
Use disclosure and export criteria instead of a feature checklist alone.
Report uncertainty
Give a baseline and the provenance a reader needs to assess it.
One answer is an observation.
A defensible measurement requires a defined sample and a record of how it was produced. Treat a screenshot as a starting point.
A methodology-first publication. No tracker, automated check, research service, or guaranteed recommendation.