02.
This solution maps the AI‑mediated buyer journey your category cannot yet see, we treat AI assistants as active intermediaries that shape consideration, comparisons, and increasingly complete transactions on behalf of users. Brands that cannot observe this layer cannot manage it, so we map every stage from the first problem‑awareness prompt through solution exploration, vendor comparison, risk evaluation, and conversion, what agents say about your brand versus competitors, and where the narrative diverges from your intended positioning. We then deliver structured prompt‑path analysis across all commercial‑intent stages, isolate the response patterns and source citations that most influence conversion probability, build an agentic touchpoint map between search, social, and on‑site conversion, and provide a content and authority brief specifying which assets would most effectively shift AI responses at each stage.