Explore how conversational AI is collapsing the traditional funnel and reshaping discovery, forcing brands to optimize for GEO and AEO instead of just search rankings. The episode also breaks down the modern AI advertising stack, the risks of weak governance, and the new measurement model marketers need to track presence, citations, sentiment, and pipeline impact.