Product research is moving off the search bar and into AI assistants. When ChatGPT or Perplexity builds the shortlist, your brand is on it or it's invisible, and you can't buy your way in after the fact. This case study walks through one brand's real audit: where it showed up across the assistants, where it didn't, and the fixes that actually moved its share of voice. Discovery is the battleground now, not the register.
Key Takeaways:
• How to run an AI visibility audit on your own brand: what to search, where to look, and how to read your share of voice across the major assistants
• The content, PDP, and structured-data fixes that actually move AI recommendations, and the ones that just feel productive
• A realistic twelve-month readiness plan for agentic commerce that does not require betting the budget