When an AI agent refers someone to a brand, it already knows who they are.That context should follow them to the page.
Choose a user persona the agent has been talking to
Buying a present
Housewarming gift for someone who owns everything
First proper kitchen
Starting from nothing, wants to know what to buy first
Comparing materials
Cast iron or carbon steel, before buying anywhere