Real ChatGPT answer · index seedcTjBygJWQ6AcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
What are generative engine citation methods and how do I get my consulting firm mentioned by AI?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are generative engine citation methods and how do I get my consulting firm mentioned by AI?
3 real searches · 1 real-search pass
generative engine optimization GEO citations research study 2024 2025 how AI search cites sources consulting firmsGoogle ↗
OBSERVEDOther / navigational
OpenAI ChatGPT search publisher citations website crawling documentation robots.txt OAI-SearchBotGoogle ↗
OBSERVEDOther / navigational
Google Search Central AI features guidance structured data helpful content AI OverviewsGoogle ↗
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). 2 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
generative engine optimization GEO citations research study 2024 2025 how AI search cites sources consulting firms Google ↗
OpenAI ChatGPT search publisher citations website crawling documentation robots.txt OAI-SearchBot Google ↗
Google Search Central AI features guidance structured data helpful content AI Overviews Google ↗
- [2509.08919] Generative Engine Optimization: How to Dominate AI Search · doi.org
- GEO: Generative Engine Optimization · collaborate.princeton.edu
- Overview of OpenAI Crawlers · developers.openai.com
- Publishers and Developers - FAQ · help.openai.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.cn
- Google Search's Guidance on Generative AI Content on Your Website | Google Search Central | Documentation | Google for Developers · developers.google.cn
- From Citation Selection to Citation Absorption: A Measurement Framework for Generative Engine Optimization Across AI Search Platforms · arxiv.org
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization GEO citations research study 2024 2025 how AI search cites sources consulting firms OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI ChatGPT search publisher citations website crawling documentation robots.txt OAI-SearchBot OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central AI features guidance structured data helpful content AI Overviews OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |