Real ChatGPT answer · index seedTINvzGQfquQcompleteMarketing and advertising · AI search and generative engine optimizationinformational
What specific HTML and JSON-LD structural elements do LLMs prioritize when extracting factual product specifications to display in conversational commerce answers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What specific HTML and JSON-LD structural elements do LLMs prioritize when extracting factual product specifications to display in conversational commerce answers?
2 real searches · 1 real-search pass
product structured data JSON-LD schema.org Product Offer properties Google Search Central product snippets merchant listings HTML semantic markup LLM extraction factual specificationsGoogle ↗
OBSERVEDInstruction
LLM product page extraction structured data JSON-LD conversational commerce product specifications schema.orgGoogle ↗
OBSERVEDInstruction
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
product structured data JSON-LD schema.org Product Offer properties Google Search Central product snippets merchant listings HTML semantic markup LLM extraction factual specifications Google ↗
LLM product page extraction structured data JSON-LD conversational commerce product specifications schema.org Google ↗
- How To Add Product Snippet Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Set up structured data for Merchant Center · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
product structured data JSON-LD schema.org Product Offer properties Google Search Central product snippets merchant listings HTML semantic markup LLM extraction factual specifications OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
LLM product page extraction structured data JSON-LD conversational commerce product specifications schema.org OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |