Real ChatGPT answer · index seed0XJXznTPnGMcompleteMarketing and advertising · AI search and generative engine optimizationinformational
Are there any reliable case studies showing the actual ROI of AI search optimization for local businesses or service providers?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any reliable case studies showing the actual ROI of AI search optimization for local businesses or service providers?
3 real searches · 1 real-search pass
AI search optimization local business case study ROI revenue leads generative engine optimization agency case studyGoogle ↗
OBSERVEDReason
local business AI search visibility case study booked calls revenue ChatGPT Google AI OverviewsGoogle ↗
OBSERVEDReason
GEO generative engine optimization case studies methodology attribution limitations ROIGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
AI search optimization local business case study ROI revenue leads generative engine optimization agency case study Google ↗
local business AI search visibility case study booked calls revenue ChatGPT Google AI Overviews Google ↗
GEO generative engine optimization case studies methodology attribution limitations ROI Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI search optimization local business case study ROI revenue leads generative engine optimization agency case study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
local business AI search visibility case study booked calls revenue ChatGPT Google AI Overviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GEO generative engine optimization case studies methodology attribution limitations ROI OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |