Real ChatGPT answer · index seednBacXoX8xqEcompleteMarketing and advertising · marketing agenciesinformational
Where can I find recent case studies on Google Ads campaign budgeting that improved return on ad spend for local businesses?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I find recent case studies on Google Ads campaign budgeting that improved return on ad spend for local businesses?
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). 1 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
recent Google Ads case studies local businesses budget optimization ROAS 2025 2026 Google ↗
Google Ads small local business case study return on ad spend budget optimization agency case studies 2024 2025 Google ↗
- Think with Google · thinkwithgoogle.com
- WordStream · wordstream.com
- Search Engine Journal · searchenginejournal.com
- PPC Hero · ppchero.com
- Surfside PPC · surfsideppc.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
recent Google Ads case studies local businesses budget optimization ROAS 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Ads small local business case study return on ad spend budget optimization agency case studies 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |