ChatGPT is becoming a product-discovery surface, not just a side assistant.

This episode looks at what changes when shoppers start comparing products inside AI before they ever land on a retailer site, and what operators should measure before they confuse visibility with conversion.

A new surface matters when it changes where decisions begin.

If discovery starts in AI before it starts on your site, your old reporting stack only sees the second half of the journey.

That means product data quality, merchant attribution, and category readiness matter more than another generic “we show up in AI” status update.

This is operational analysis, not legal advice.

AI-assisted tools may be used in parts of the research and production workflow. Final editorial judgment, risk posture, and release approval stay human-led.