Real ChatGPT answer · index seedxymumhx9w5kcompleteMarketing and advertising · AI search and generative engine optimizationhowto
How do I measure the return on investment from doing generative engine optimization for a B2B SaaS company?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I measure the return on investment from doing generative engine optimization for a B2B SaaS company?
1 real search · 1 real-search pass
B2B SaaS generative engine optimization GEO measurement AI search referral traffic attribution share of voice methodology 2025 2026Google ↗
OBSERVEDOther / navigational
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
B2B SaaS generative engine optimization GEO measurement AI search referral traffic attribution share of voice methodology 2025 2026 Google ↗
- How to Measure GEO: Tracking AI Visibility for B2B SaaS · gripped.io
- GEO Metrics: How to Measure GEO Results and Report Them · aeogeolabs.com
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026) · arxiv.org
- B2B SaaS attribution benchmark 2026 · usermaven.com
- Measuring Generative Engine Optimization (GEO) for SaaS: Metrics, Dashboards, and Attribution Proof · serpdojo.com