Measuring Your Brand's Presence in AI Answers

When buyers ask ChatGPT, Perplexity, or Gemini for a recommendation in your category, your brand is either part of the answer or it is not. LLM Cartel measures that presence and works to grow it, the same way classic SEO measured and grew positions on a results page.

Our baseline metric is Mention Cadence: how reliably an answer engine names your brand across the range of prompts a real buyer would actually type, and how that rhythm shifts as we do the work. We capture it before an engagement starts and track it through, so movement can be tied to the work rather than to seasonality or unrelated coverage.

Mention Cadence sits alongside the rest of our measurement practice to give clients a clear, repeatable read on where they stand inside AI answers and where the gaps are.

Methodology reference: CARTEL-MC-20260625-L0-VIS-K7