AI systems weight claims confirmed across independent sources more heavily than claims a brand makes about itself. Corroboration works precisely because the brand does not control all the sources, which makes agreement between them meaningful evidence.
Directories, review platforms, industry bodies, and press all contribute.
Inconsistent business details across sources actively weaken entity confidence.
This is why citation-building resembles PR more than it resembles link building.