We map the prompts, sources, competitors, stories, and outcomes shaping how AI talks about your brand.
We show how buyers ask, how AI answers, which competitors and sources shape the response, and whether our work is changing commercial outcomes.
We turn scattered AI answers into a practical workflow: see what AI says, understand why it says it, and decide what to improve next.
We designed Lumina to show what changed, why it matters, and what to do next. The goal is not a prettier score. It is a clearer worklist for AI visibility.
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