Produced by GEOly AI
Data: 1.6 million ChatGPT shopping cards and 3.07 million in-card offers monitored in AI answers
Market: United States
Window: 2026-05-22 to 2026-06-26
---
AI Recommended You, But the Transaction Went Somewhere Else
When AI recommends a brand and shows a purchasable shopping card, where does the buy button actually send the user?
Does it lead to the brand's own website?
Or does it lead to Walmart, Best Buy, Amazon, a marketplace seller, or another retailer?
This question is becoming central to GEO, or Generative Engine Optimization. In the search era, brands could evaluate SEO value through impressions, clicks, rankings, and revenue attribution. In the AI answer era, the user may see the brand in an answer, be influenced by that answer, and then click a product card whose traffic and transaction are captured by a third-party channel.
That means the brand may be winning attention and demand in AI, while losing the measurable conversion signal.
GEOly AI analyzed 1.6 million ChatGPT shopping cards and 3.07 million in-card offers in the U.S. market to understand this new traffic leakage problem.
1. The Key Problem: AI Visibility and Transaction Attribution Are Splitting Apart
AI answers are no longer only informational. They are becoming transactional shelves.
A brand can be recommended in the natural answer, appear in a product card, and still lose the click to a retailer or marketplace. The consumer believes they are buying the recommended brand, but the traffic is routed through another commercial node.
For DTC brands, this creates three problems:
- Brand demand is created by AI, but revenue may be attributed to another channel.
- Owned-site conversion looks weaker than the real AI-driven demand.
- GEO ROI is underestimated because the transaction does not always happen on the brand's domain.
In other words, AI may be lifting your brand, but your analytics stack may not see the full value.
2. Product Cards Are Becoming the New Purchase Gate
ChatGPT shopping cards often include title, image, price, rating, merchant, and buy link. This link is the new gate between AI recommendation and purchase.
