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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
Across AI answers, a brand appears just 1 time in 6. And your clients' brands?
Every question asked to ChatGPT without your client's name in the answer is a competitor recommended instead of them — measured across 6,820 real AI answers.