Real ChatGPT answer · index seedylUxEyu2YywcompleteMarketing and advertising · AI search and generative engine optimizationinformational
How can I convince my marketing professor that generative engine optimization is completely different from traditional technical SEO?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I convince my marketing professor that generative engine optimization is completely different from traditional technical SEO?
3 real searches · 1 real-search pass
Generative Engine Optimization GEO paper 2024 Princeton citation visibility traditional SEO differencesGoogle ↗
OBSERVEDReason
Google Search Central AI features SEO guidance crawling indexing generative AI search 2025Google ↗
OBSERVEDInstruction
GEO generative engine optimization measurement citations mentions academic research 2025Google ↗
OBSERVEDReason
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
Generative Engine Optimization GEO paper 2024 Princeton citation visibility traditional SEO differences Google ↗
Google Search Central AI features SEO guidance crawling indexing generative AI search 2025 Google ↗
GEO generative engine optimization measurement citations mentions academic research 2025 Google ↗
- GEO: Generative Engine Optimization · collaborate.princeton.edu
- 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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Generative Engine Optimization GEO paper 2024 Princeton citation visibility traditional SEO differences OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central AI features SEO guidance crawling indexing generative AI search 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
GEO generative engine optimization measurement citations mentions academic research 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |