We need to pivot our local ad budget toward retention rather than acquisition to survive a downturn in Detroit, where should I start
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to pivot our local ad budget toward retention rather than acquisition to survive a downturn in Detroit, where should I start
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). 2 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
Detroit metro economic outlook 2026 consumer spending small businesses Michigan Southeast Michigan economic indicators Google ↗
customer retention marketing cost repeat customers email SMS ROI research small business Google ↗
- Michigan jobless rate remains stable during September · michigan.gov
- Detroit’s economy a work in progress with encouraging signs, according to U-M forecast · detroit.umich.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Detroit metro economic outlook 2026 consumer spending small businesses Michigan Southeast Michigan economic indicators OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
customer retention marketing cost repeat customers email SMS ROI research small business OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |