Buyer questions grouped by stage, market, region, and competitor modifier.
ChatGPT, Gemini, Claude, Perplexity, Copilot, and AI Overviews snapshots.
Owned, earned, partner, retail, and community sources prioritized for movement.
Owner-ready page, PR, commerce, and sales-enablement work with approval gates.
Answer deltas, citation movement, crawler context, caveats, and next-cycle decision.
AI answers are becoming the category front page before buyers reach your site.
A scoped evidence packet and backlog, not a vague AI-search promise.
Teams leave with source work, owned actions, proof cadence, and a scale-or-pause decision.