Measurement
Brand Mention Rate, Share of Voice and recommendations
Why a fixed question set, missing answers and recommendation context matter.
Read methodologyResearch buyer prompts, understand AI sources and measure recommendation visibility with consistent data.
Why a fixed question set, missing answers and recommendation context matter.
Read methodology6 questions, 7 AI interfaces and detailed platform-level results.
Read caseEight buyer-intent clusters, verifiable property facts and source evidence from an anonymized pre-audit.
Explore methodologyCommercial questions differ by business model. Explore GEO optimization by industry.
I will review commercial prompts, competitors and the sources used by ChatGPT, Alice, Google and other AI services.
Get a mini-audit