Real ChatGPT answer · index seedhplzW0Pw0j4completeMarketing and advertising · AI search and generative engine optimizationlocal
What are the proven methods to get our products cited inside generative engine answers for online shoppers in North Carolina?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the proven methods to get our products cited inside generative engine answers for online shoppers in North Carolina?
4 real searches · 1 real-search pass
2024 2025 generative engine optimization research citations content tactics study arxiv GEOGoogle ↗
OBSERVEDReason
Google Search Central product structured data merchant listings product snippets documentationGoogle ↗
OBSERVEDOther / navigational
Bing Webmaster guidelines AI search citations IndexNow product feeds Microsoft Copilot shoppingGoogle ↗
OBSERVEDOther / navigational
OpenAI ChatGPT search publishers crawling OAI-SearchBot shopping product discovery 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)
Classes come from the query-classifier (a local Laya model). 4 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
2024 2025 generative engine optimization research citations content tactics study arxiv GEO Google ↗
Google Search Central product structured data merchant listings product snippets documentation Google ↗
Bing Webmaster guidelines AI search citations IndexNow product feeds Microsoft Copilot shopping Google ↗
OpenAI ChatGPT search publishers crawling OAI-SearchBot shopping product discovery documentation Google ↗
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Intro to Product Structured Data on Google | Google Search Central | Documentation | Google for Developers · developers.google.com
- Generative Engine Optimization: How to Dominate AI Search · arxiv.org
- [2509.08919] Generative Engine Optimization: How to Dominate AI Search · doi.org
- Overview of OpenAI Crawlers · developers.openai.com
- Publishers and Developers - FAQ · help.openai.com
- Use public websites to improve generative answers - Microsoft Copilot Studio · learn.microsoft.com
- AI Performance · bing.com
- Introducing AI Performance in Bing Webmaster Tools Public Preview · blogs.bing.com
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- What Drives AI Citations? Content, Retrieval and Model Knowledge in Generative Engine Optimization (GEO) · arxiv.org
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2024 2025 generative engine optimization research citations content tactics study arxiv GEO OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central product structured data merchant listings product snippets documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Bing Webmaster guidelines AI search citations IndexNow product feeds Microsoft Copilot shopping OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI ChatGPT search publishers crawling OAI-SearchBot shopping product discovery documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |