Part I
“Entity Synthesis” Occurs Across Two Systems
AI assembles what it “knows” about your brand from two distinct systems — and marketers can more easily influence one of them.
Static Training Data
What the model memorized during training. Slow to change, baked in for the life of the model, and largely outside your short-term control.
Live Web Index
What the model retrieves at answer time — search results, review platforms, forums, and fresh coverage. This is where marketers can move the needle fastest.
Focus your effort on retrieval: the live sources AI pulls in when a buyer actually asks a question.
