Real ChatGPT answer · index seedG0RJGhwPIs8completeMarketing and advertising · local marketingcommercial
How much budget should a local roofing contractor allocate for traditional billboard ads versus Google Local Services Ads
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much budget should a local roofing contractor allocate for traditional billboard ads versus Google Local Services Ads
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
roofing contractor Google Local Services Ads cost per lead budget recommendations 2026 Google ↗
local billboard advertising cost monthly small market United States 2026 roofing contractor marketing ROI Google ↗
- Roofing Google LSA Cost Per Lead (2026 Benchmarks) · searchlightdigital.io
- Google Local Services Ads for Roofers: Budget, Cost per Lead and Disputes · zentoramarketing.com
- How Much Does a Billboard Cost? 2026 Prices & CPM · adquick.com
- How much is billboard advertising? · adquick.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
roofing contractor Google Local Services Ads cost per lead budget recommendations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
local billboard advertising cost monthly small market United States 2026 roofing contractor marketing ROI OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |