Real ChatGPT answer · index seedGYjRFi3DQEkcompleteMarketing and advertising · AI search and generative engine optimizationbrand
How can a recent grad build a portfolio demonstrating actual generative engine optimization results without having a huge corporate budget
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can a recent grad build a portfolio demonstrating actual generative engine optimization results without having a huge corporate budget
3 real searches · 1 real-search pass
Generative Engine Optimization GEO original research paper benchmark citation visibility measurement 2024 2025Google ↗
OBSERVEDReason
Google Search Central AI features AI Overviews content guidance structured data search documentationGoogle ↗
OBSERVEDOther / navigational
Bing Webmaster Tools AI performance citations reporting 2025 officialGoogle ↗
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 original research paper benchmark citation visibility measurement 2024 2025 Google ↗
Google Search Central AI features AI Overviews content guidance structured data search documentation Google ↗
Bing Webmaster Tools AI performance citations reporting 2025 official Google ↗
- 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
- Introducing AI Performance in Bing Webmaster Tools Public Preview · blogs.bing.com
- AI Performance · bing.com
- GEO: Generative Engine Optimization · collaborate.princeton.edu
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Generative Engine Optimization GEO original research paper benchmark citation visibility measurement 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central AI features AI Overviews content guidance structured data search documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Bing Webmaster Tools AI performance citations reporting 2025 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |