Real ChatGPT answer · index seedxyUSRsF1EFIcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
Which analytics software currently does the best job of measuring the actual return on investment from AI search engine optimization compared to traditional Google rankings?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which analytics software currently does the best job of measuring the actual return on investment from AI search engine optimization compared to traditional Google rankings?
1 real search · 1 real-search pass
2026 AI search analytics platforms measure AI search visibility traffic conversions ROI Profound Peec AI Scrunch Semrush Ahrefs comparisonGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
2026 AI search analytics platforms measure AI search visibility traffic conversions ROI Profound Peec AI Scrunch Semrush Ahrefs comparison Google ↗
- Measure website · measure.co
- Profound website · tryprofound.com
- Semrush website · semrush.com
- Peec AI website · peec.ai
- Best AI search monitoring tools for 2026 · technologyadvice.com
- AI Search Visibility Platforms: Benchmark · benchlinereports.com
- 15 Best AI Search Visibility Tools (2026): Compared & Priced · measure.co
- How to determine AI visibility ROI and revenue impact · semrush.com