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When a user asks AI about a brand, what words and concepts appear? That's its AI semantic perception.
How It Works
We analyze all AI responses and extract the most frequent words via LLM extraction and local frequency analysis. The result: a semantic cloud of 15 top associations.
Why It Matters
- Brand image alignment
- Drift detection
- Content optimization guidance
When a customer asks AIs without naming a brand, someone else gets recommended. What about the brands you manage?
When your brand is absent from an AI answer, a competitor takes its place 37% of the time. AI Labs Audit data: sub-sample of our 3,002-answer study.