How BrandSource.AI structures brand information for AI crawler readability, citation, and accuracy research.
Profiles are organized around extractable facts: name, category, summary, website, products, documented facts, evidence links, and last verified date.
Crawler variants compare how different semantic structures affect recall; the underlying facts stay the same.
Canonical brand URLs are the individual profile pages. Missing facts should not be inferred from category context.