Real ChatGPT answer · index seeddzya4lxikqIcompleteMarketing and advertisinghowto
How do I measure the ROI of switching our marketing spend from Google Ads over to trying to capture organic AI search visibility?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I measure the ROI of switching our marketing spend from Google Ads over to trying to capture organic AI search visibility?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
2026 measuring AI search visibility ROI attribution referral traffic generative engine optimization methodology Google ↗
Google Ads incrementality measurement conversion lift experiments marketing budget allocation official documentation Google ↗
5 cited sources
- How to Measure the ROI of AI Search Visibility (2026) · www.measure.co
- A 5-layer framework for measuring AI search performance · searchengineland.com
- How to determine AI visibility ROI and revenue impact · www.semrush.com
- Understand your Conversion Lift based on users measurement data · support.google.com
- About Conversion Lift · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 measuring AI search visibility ROI attribution referral traffic generative engine optimization methodology OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Google Ads incrementality measurement conversion lift experiments marketing budget allocation official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |