Directional association probing evaluates model recall across three distinct semantic vectors—Entity-to-Brand (E2B), Brand-to-Entity (B2E), and Query-to-Brand (Q2B)—to map how strongly an AI links a brand to its broader industry concepts without retrieval intervention.