Real ChatGPT answer · index seedUxVlZujsyrEcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Should I invest in GEO optimization services or stick to regular SEO agencies for my ecommerce store this year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Should I invest in GEO optimization services or stick to regular SEO agencies for my ecommerce store this year?
1 real search · 1 real-search pass
2026 ecommerce generative engine optimization GEO SEO agency evidence AI search shopping Google AI Overviews organic searchGoogle ↗
OBSERVEDComparison
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
2026 ecommerce generative engine optimization GEO SEO agency evidence AI search shopping Google AI Overviews organic search Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- Update: 38% of AI Overview Citations Pull From The Top 10 · ahrefs.com
- Google AI Overview Citations From Top-Ranking Pages Drop Sharply · searchenginejournal.com
- Ecommerce GEO in 2026 (Optimize for AI-Powered Search) · bigcommerce.com
- The GEO Playbook: How (& Why) to Optimize for AI Discovery (2026) · shopify.com