Real ChatGPT answer · index seedoa64bywuRoYcompleteMarketing and advertising · AI search and generative engine optimizationbrand
Can anyone explain the ROI of investing in generative engine optimization compared to standard Google Ads when you only have a five person team?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can anyone explain the ROI of investing in generative engine optimization compared to standard Google Ads when you only have a five person team?
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization ROI measurement AI search referral traffic study 2025 GEO marketing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Ads benchmark conversion tracking ROI paid search small business comparison GEO AI search citations study OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |