How do I evaluate whether buying a long-term digital billboard contract or reallocating that budget to local PPC is smarter for a car dealership
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I evaluate whether buying a long-term digital billboard contract or reallocating that budget to local PPC is smarter for a car dealership
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
automotive dealership marketing PPC measurement CRM offline conversions incrementality Google Ads vehicle sales Google ↗
digital billboard advertising measurement incrementality geographic lift study out of home advertising attribution Google ↗
- Digital Out-Of-Home (DOOH) Measurement Guide · iab.com
- Best Practice for OOH Modeling: Attribution · oaaa.org
- Measure the offline value of your online ads · support.google.com
- About Smart Bidding for store visits · support.google.com
- How To Track Offline Sales From Google Ads: A Practical Guide For Dealerships · dealersmart.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
automotive dealership marketing PPC measurement CRM offline conversions incrementality Google Ads vehicle sales OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
digital billboard advertising measurement incrementality geographic lift study out of home advertising attribution OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |