Profound study — vendor's own product data, not independent research
ChatGPT shopping mode: feed retrieval overtakes web search
Feed-integrated retrieval accounted for roughly 65% of ChatGPT Shopping mode product recommendations as of late August, overtaking web search as the leading source, per a Profound analysis of 687 customers tracking shopping-mode prompts. The shift was abrupt: on July 10, the day ChatGPT 5.6 shipped, feed retrieval jumped from about 8% to 62% of recommendations. Top-10 merchants’ share of shopping-mode product cards rose from 22.5% to 41.8% over the same period, per Profound.
Why it matters: A single-day retrieval-method flip tied to a model release means product-feed structure, not web-page SEO, is now the dominant lever for surfacing in ChatGPT's shopping results.
Posted to the wire September 3, 2026.