GEO Field Notes 01: From Black Box to White Box—Quantifying AI's Brand Sentiment
How to systematically measure and quantify how large language models perceive your brand. A practical framework using Prompt Matrix, NLP sentiment analysis, and citation tracking to transform AI marketing from guessing to data science.