Measure LLM brand visibility with frozen buyer prompts, repeated runs, explicit mention and citation formulas, platform-level reporting and documented uncertainty.
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This is a companion discussion topic for the original entry at https://www.itechguides.com/how-to-measure-llm-brand-visibility-a-reproducible-framework/