Real ChatGPT answer · index seedM3kjPBsPrPYcompleteMarketing and advertising · AI search and generative engine optimizationbrand

What technical SEO adjustments do we need to make to our schema markup so that LLMs like ChatGPT and Claude properly cite our product pages?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What technical SEO adjustments do we need to make to our schema markup so that LLMs like ChatGPT and Claude properly cite our product pages?
4 real searches · 1 real-search pass
OpenAI GPTBot OAI-SearchBot documentation website crawling search indexing product pages schema markupGoogle ↗
OBSERVEDOther / navigational
Anthropic ClaudeBot web crawler documentation robots.txt search citationsGoogle ↗
OBSERVEDOther / navigational
Google Search Central product structured data Product schema merchant listings JSON-LD documentationGoogle ↗
OBSERVEDOther / navigational
Schema.org Product Offer brand additionalProperty productGroup 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 (4)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
OpenAI GPTBot OAI-SearchBot documentation website crawling search indexing product pages schema markup Google ↗
Anthropic ClaudeBot web crawler documentation robots.txt search citations Google ↗
Google Search Central product structured data Product schema merchant listings JSON-LD documentation Google ↗
Schema.org Product Offer brand additionalProperty productGroup documentation Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI GPTBot OAI-SearchBot documentation website crawling search indexing product pages schema markup
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Anthropic ClaudeBot web crawler documentation robots.txt search citations
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central product structured data Product schema merchant listings JSON-LD documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Schema.org Product Offer brand additionalProperty productGroup documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1