Real ChatGPT answer · index seedYoz3ZKLAts8completeMarketing and advertising · AI search and generative engine optimizationlocal
What are the hidden costs of ignoring generative engine optimization while my competitors are ranking in AI search
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the hidden costs of ignoring generative engine optimization while my competitors are ranking in AI search
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT2 real searches · gpt-6
generative engine optimization GEO study AI search visibility citations traffic impact 2025 2026 Google ↗
Google AI Overviews click through rate study organic traffic 2025 Pew Research Google ↗
- [2509.08919] Generative Engine Optimization: How to Dominate AI Search · doi.org
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- GEO starts with the question, not the answer · axios.com
- Do people click on links in Google AI summaries? · pewresearch.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization GEO study AI search visibility citations traffic impact 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Google AI Overviews click through rate study organic traffic 2025 Pew Research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |