Platform Differences
Why the same brand appears differently across AI surfaces.
Updated August 2026
Overview
Each AI surface retrieves, ranks, and cites differently. The same site can be cited on one platform and absent from another.
Sources of difference
- Different retrieval and indexing behaviour.
- Different citation conventions.
- Different model versions.
- Different handling of location and context.