No entity authority
AI models cite brands that are documented, consistent, and linked across authoritative sources. If your brand's entity footprint is thin — no Wikipedia entry, inconsistent Crunchbase data, missing from industry knowledge bases, no Google Knowledge Panel — LLMs have no reliable source to draw on. They cite the brands with the most consistent documentation. You can't outwrite your way past a weak entity footprint.