Real ChatGPT answer · index seedWNpLQsBOnOccompleteMarketing and advertising · AI search and generative engine optimizationbrand
Why did our Shopify store suddenly disappear from ChatGPT shopping recommendations, and how can we fix our structured data to get back in?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why did our Shopify store suddenly disappear from ChatGPT shopping recommendations, and how can we fix our structured data to get back in?
3 real searches · 1 real-search pass
OpenAI ChatGPT shopping merchant product discovery crawling product feeds structured data changes 2026Google ↗
OBSERVEDOther / navigational
OpenAI ChatGPT shopping product discovery merchant product feeds structured data Shopify official documentation 2026Google ↗
OBSERVEDOther / navigational
Shopify product structured data Product schema JSON-LD variants price availability official documentationGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
OpenAI ChatGPT shopping merchant product discovery crawling product feeds structured data changes 2026 Google ↗
OpenAI ChatGPT shopping product discovery merchant product feeds structured data Shopify official documentation 2026 Google ↗
Shopify product structured data Product schema JSON-LD variants price availability official documentation Google ↗
- Shopify Help Center · help.shopify.com
- Shopify Help Center | Shopify Catalog and product discovery for agentic storefronts · help.shopify.com
- Shopify Help Center · help.shopify.com
- Google's Product structured data documentation · developers.google.com
- OpenAI crawler documentation · developers.openai.com
- Shopify Help Center · help.shopify.com
- Product feeds – Agentic Commerce · developers.openai.com
- Get Started – Agentic Commerce · developers.openai.com
- Products – Agentic Commerce · developers.openai.com
- OpenAI Product Feed Specifications · developers.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI ChatGPT shopping merchant product discovery crawling product feeds structured data changes 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI ChatGPT shopping product discovery merchant product feeds structured data Shopify official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Shopify product structured data Product schema JSON-LD variants price availability official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |