Real ChatGPT answer · index seed5hQDj3wTtmUcompleteMarketing and advertising · AI search and generative engine optimizationhowto
How do I write a prompt engineering workflow for our content team that aligns with the latest generative engine optimization ranking factors?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I write a prompt engineering workflow for our content team that aligns with the latest generative engine optimization ranking factors?
3 real searches · 1 real-search pass
2026 generative engine optimization GEO latest research ranking factors AI search citations content recommendations studyGoogle ↗
OBSERVEDOther / navigational
Google Search Central AI features content guidance AI Overviews 2026 site:developers.google.com/searchGoogle ↗
OBSERVEDOther / navigational
OpenAI ChatGPT search publisher content crawling citations guidance 2026 site:help.openai.com OR site:platform.openai.comGoogle ↗
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
2026 generative engine optimization GEO latest research ranking factors AI search citations content recommendations study Google ↗
Google Search Central AI features content guidance AI Overviews 2026 site:developers.google.com/search Google ↗
OpenAI ChatGPT search publisher content crawling citations guidance 2026 site:help.openai.com OR site:platform.openai.com Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Publishers and Developers - FAQ · help.openai.com
- What Gets Cited: Competitive GEO in AI Answer Engines · arxiv.org
- What Drives AI Citations? Content, Retrieval and Model Knowledge in Generative Engine Optimization (GEO) · arxiv.org
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- GEO starts with the question, not the answer · axios.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 generative engine optimization GEO latest research ranking factors AI search citations content recommendations study OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central AI features content guidance AI Overviews 2026 site:developers.google.com/search OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI ChatGPT search publisher content crawling citations guidance 2026 site:help.openai.com OR site:platform.openai.com OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |