Dataset
Questions, engines, markets, languages and volume of observed answers, described before any conclusion.
Reports
An AI visibility barometer, method first.
Aive reports describe how answer engines cite content, including video content. Every report publishes its dataset, method, date and governance before any conclusion. No report has been published to date; the method itself is already public.
What does an Aive report contain?
An Aive report describes, on a declared panel of questions and engines, how AI answers mention and cite sources, including videos. It publishes its dataset, method, collection date and governance, using the formulas in the methodology. It remains an observation within a scope, never a universal ranking of brands or platforms.
- Barometer
- A series of reports published with a constant method, to compare observations over time.
- Dataset
- The set of questions, engines, markets, languages and raw answers a report is based on.
Publication commitments
Every report documents four elements.
Method
Access method per engine, repeated sampling, indicator formulas and variance.
Date
Collection window, publication date and next review date.
Governance
Owner, reviewers, primary sources and anonymisation rules.
Observation topics
What the reports can shed light on.
A topic is only kept if the data collected and validated allow it.
Video sources in AI answers
How, and how often, answers cite video pages, per engine.
Answer stability
The variance observed across samples and days, per engine and question type.
Markets and languages
Differences in mentions and citations across the markets and languages of one panel.
What an Aive report is not
- An independent benchmark of GEO platforms.
- A ranking of named brands without their consent.
- An exhaustive measurement of every user or every engine.
- Proof of causality between an action and an outcome.
Frequently asked questions
When will the first report be published?
No date has been announced. The first report will be published once the dataset, method and governance have been validated. Leave your details via the contact page to be notified.
Will the reports name brands?
Only anonymised data or brands that have given their agreement may appear. The barometer describes trends observed within a scope, not a league table.