Brands built for human attention often become ambiguous, conflated, or generic when AI systems paraphrase and aggregate them into recommendations. This guide explains the four failure modes that cause AI misrepresentation and offers a three-layer clarity model: literal naming signals, explicit positioning that survives paraphrasing, and redundant reinforcement across core platforms so AI can repeat your business accurately.