Real ChatGPT answer · index seedLqQpMK0ADyUcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Is migrating SEO strategy to GEO something entry-level marketers are expected to know on day one of a new job
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is migrating SEO strategy to GEO something entry-level marketers are expected to know on day one of a new job
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
generative engine optimization GEO marketing skills entry level marketers SEO hiring expectations 2025 2026 Google ↗
GEO generative engine optimization definition SEO industry guidance AI search marketing skills Google ↗
- Marketers aren’t ready for GEO: Survey · searchengineland.com
- Having AI Search Skills is Becoming the New Norm in SEO Roles [Research] · beomniscient.com
- Generative Engine Optimization (GEO): What It Is & How to Do It in 2026 · searchengineland.com
- GEO (Generative Engine Optimization) · hubspot.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization GEO marketing skills entry level marketers SEO hiring expectations 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GEO generative engine optimization definition SEO industry guidance AI search marketing skills OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |