Prompt selection
Commercial discovery prompts are selected for your category, with scored and diagnostic prompts clearly separated.
Methodology
A transparent, repeatable view of how AI systems position your brand.
Engines and timing
Answers are captured across ChatGPT, Gemini, Claude and Perplexity, with model and collection timestamps recorded.
Scoring
Visibility, recommendations, share of voice and citations are measured consistently against supplied and discovered competitors.
Context and limitations
Google and market datasets add context. AI output varies, so reports disclose confidence, timing and observed limitations.