US shoppers are learning to buy by asking questions. Is your site ready to answer?

Something we've been watching while building N8N Chat UI: US shoppers are starting to buy by asking questions.


Adobe tracked US retail sites over the 2025 holidays. Visits that came from AI assistants like ChatGPT were up more than 7x on the year before, and those visitors converted 31% better than everyone else. They also left less often (33% fewer bounces), and revenue per visit was up 254%.


But it cuts both ways. In a September survey of over 2,000 US adults by Semrush, around 58% of people who use AI said they'd bought something a chatbot recommended, and about the same share said they'd dropped a purchase because of what an AI told them.


Our takeaway: people now arrive at your site used to asking questions and getting a direct answer. If your site can't answer, that question goes to someone else's AI, and you don't control what it says.


That's what we built this for: your own n8n agent on your own site, answering with your information, in your brand. It can even start the conversation when someone hesitates at checkout.


We're curious: have you seen visitors arriving from ChatGPT or Perplexity in your analytics yet? Do they behave differently?


Sources: Adobe Digital Insights, holiday 2025 (via Digital Commerce 360); Semrush US consumer survey, Sept 2026.


— Ross

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The stat that stands out to me is the 31% higher conversion. People who arrive from an AI assistant have usually done their research already. They come with one or two last questions, like "does it ship to me?", "will it fit?" or "can I return it?", and if the page doesn't answer quickly, they're gone.

That's why we think the chat on your own site matters more now, not less. Someone else's AI can send people to you, but once they're on your site the answers should come from you: your delivery times, your returns policy, your stock. Not whatever a third-party AI pieced together.

A practical tip if you sell online: check your analytics for visits from or and look at which pages they land on. Put your chat widget on those pages first.

— Dani