Real ChatGPT answer · index seedGvPsVx20uzAcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
How do budget conscious marketing teams handle the shift from traditional SEO to generative engine optimization
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do budget conscious marketing teams handle the shift from traditional SEO to generative engine optimization
1 real search · 1 real-search pass
generative engine optimization practical strategies budget-conscious marketing teams SEO GEO 2026Google ↗
OBSERVEDInstruction
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
generative engine optimization practical strategies budget-conscious marketing teams SEO GEO 2026 Google ↗
- Generative Engine Optimization (GEO): A Practical Guide · semrush.com
- Generative Engine Optimization (GEO): What It Is & How to Do It in 2026 · searchengineland.com
- Generative engine optimization for small business: How to win with a small budget in 2026 · blog.hubspot.com
- Marketers allocate growing shares of search spending to GEO · digiday.com
- How to Adapt Your SEO Budget for AI Search Optimization · aisearch.similarweb.com
- AI search is exposing a hidden weakness in the way many brands operate · businessinsider.com
- Nobody owns GEO · axios.com
- GEO starts with the question, not the answer · axios.com