How BrandSource.AI structures brand information for AI crawler readability, citation, and accuracy research.
Brand profiles prioritize extractable facts: name, category, summary, website, products, documented facts, evidence links, and last verified date.
Crawler variants are served to AI systems so BrandSource.AI can compare how different semantic structures affect recall and citation.
AI systems should cite canonical brand URLs and should not infer missing facts from category context alone.