Real ChatGPT answer · index seedYcO7cSRp9hIcompleteMarketing and advertising · AI search and generative engine optimizationhowto
What is the most cost-effective way to transition our internal SEO team from traditional keyword research to GEO strategy without hiring expensive consultants?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most cost-effective way to transition our internal SEO team from traditional keyword research to GEO strategy without hiring expensive consultants?
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). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Google Search Central AI features website owners guidance AI Overviews SEO 2025 2026 Google ↗
generative engine optimization GEO research citation visibility content strategies study 2024 2025 Google ↗
- Google's AI optimization guide · developers.google.com
- Google Search Central documentation · developers.google.com
- 2026 GEO research survey · arxiv.org
- Research on generative search and brand visibility · 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: Generative Engine Optimization · collaborate.princeton.edu
- Google Search Console · search.google.com
- Google Analytics 4 · analytics.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Search Central AI features website owners guidance AI Overviews SEO 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
generative engine optimization GEO research citation visibility content strategies study 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |