Real ChatGPT answer · index seedOqKmPMJFc4McompleteMarketing and advertising · local marketingcommercial
How much should a local roofing contractor expect to spend on Facebook ads per month to generate consistent qualified leads?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much should a local roofing contractor expect to spend on Facebook ads per month to generate consistent qualified leads?
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
2026 Facebook ads roofing contractor cost per lead benchmarks home services roofing lead generation Google ↗
roofing Facebook ads cost per lead benchmark 2025 2026 contractor Google ↗
- Home Improvement Lead Cost: Search and Facebook Ads, 2026 · montrelia.com
- Roofing Facebook Ads Statistics 2026 · webtonic.io
- How much should a roofing company spend on Meta & Facebook ads in 2026? · karbonagency.com
- Facebook Ads Cost for Contractors: 2026 CPL Data · mwolfmedia.com
- Facebook Ads Cost for Roofers (2026 Guide + Calculator) · tavatrack.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Facebook ads roofing contractor cost per lead benchmarks home services roofing lead generation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
roofing Facebook ads cost per lead benchmark 2025 2026 contractor OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |