Real ChatGPT answer · index seedXUdOFenWGbocompleteMarketing and advertising · AI search and generative engine optimizationcommercial
How can we measure the ROI of outsourcing our generative engine optimization efforts when conversion paths from AI search are so fragmented
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can we measure the ROI of outsourcing our generative engine optimization efforts when conversion paths from AI search are so fragmented
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
measuring generative engine optimization ROI AI search attribution referral traffic incrementality analytics 2025 2026 Google ↗
Google Analytics AI traffic referral sources attribution documentation AI search measurement Google ↗
- Scopes of traffic-source dimensions · support.google.com
- A 5-layer framework for measuring AI search performance · searchengineland.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
measuring generative engine optimization ROI AI search attribution referral traffic incrementality analytics 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Google Analytics AI traffic referral sources attribution documentation AI search measurement OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |