1. Why is my brand receiving negative AI citations even if our traditional SEO is strong?

AI models do not rank pages; they synthesize information from vast training datasets and real-time retrieval sources. If your positive SEO content lacks strong semantic structuring, or if historical negative reviews dominate third-party forums that the AI trusts, the LLM may bypass your website entirely and generate a negative summary.