
Amazon's Agentic Upfront 2026: Why LLM Citation Is Becoming the New Brand Awareness Metric
Amazon's 2026 TV upfront pitch is being covered as an advertising story. It isn't. It is the most visible sign yet that LLM citation rates are becoming the governing metric for consumer brand consideration -- and most brands are still investing in awareness architectures built for a different era.










