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<p>When a user asks AI about a brand, what <strong>words and concepts</strong> appear? That's its <strong>AI semantic perception</strong>.</p><h2>How It Works</h2><p>We analyze all AI responses and extract the most frequent words via LLM extraction and local frequency analysis. The result: a <strong>semantic cloud</strong> of 15 top associations.</p><h2>Why It Matters</h2><ul><li>Brand image alignment</li><li>Drift detection</li><li>Content optimization guidance</li></ul>
When a customer asks AIs without naming a brand, someone else gets recommended. What about the brands you manage?
Every question asked to ChatGPT without the brand in the answer is a competitor recommended in its place: measured across 6,820 real AI answers.