Real ChatGPT answer · index seedzfInKTOy0NscompleteMarketing and advertising · AI search and generative engine optimizationinformational
How do schema markup and structured data impact whether an LLM cites our brand in its conversational search results today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do schema markup and structured data impact whether an LLM cites our brand in its conversational search results today?
3 real searches · 1 real-search pass
Google Search Central structured data does not guarantee rich results schema markup documentation 2026Google ↗
OBSERVEDReason
OpenAI ChatGPT search publisher crawling OAI-SearchBot citations documentationGoogle ↗
OBSERVEDOther / navigational
schema.org structured data entity relationships Organization sameAs Product FAQPage 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
Google Search Central structured data does not guarantee rich results schema markup documentation 2026 Google ↗
OpenAI ChatGPT search publisher crawling OAI-SearchBot citations documentation Google ↗
schema.org structured data entity relationships Organization sameAs Product FAQPage official documentation Google ↗
- Organization Schema Markup | Google Search Central | Documentation | Google for Developers · developers.google.com
- Organization Schema Markup | Google Search Central | Documentation | Google for Developers · developers.google.com
- General Structured Data Guidelines | Google Search Central | Documentation | Google for Developers · developers.google.com
- Intro to How Structured Data Markup Works | Google Search Central | Documentation | Google for Developers · developers.google.com
- Overview of OpenAI Crawlers · developers.openai.com
- Publishers and Developers - FAQ · help.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Search Central structured data does not guarantee rich results schema markup documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
OpenAI ChatGPT search publisher crawling OAI-SearchBot citations documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
schema.org structured data entity relationships Organization sameAs Product FAQPage official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |