Real ChatGPT answer · index seedEt0QykZwwD4completeMarketing and advertising · local marketingcomparison
Are Nextdoor ads effective for contractors or should I just stick to Google search ads for my roofing business?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Nextdoor ads effective for contractors or should I just stick to Google search ads for my roofing business?
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).
Searches and sources
ChatGPT2 real searches · gpt-6
Nextdoor advertising effectiveness home services contractors roofing leads case studies 2025 Google ↗
Google search ads roofing contractors lead generation cost per lead Local Services Ads comparison Nextdoor Google ↗
- Average cost per lead · wordstream.com
- Roofing Leads: How to Get Them and What They Cost (2026) · unitrick.com
- Groundworks® Home Services Unlocks Strategic Pathways for U.S. Homeowners · business.nextdoor.com
- Roofing Leads: Buying Them vs Local Services Ads vs Google Ads · berkhospitality.com
- What Contractors Pay to Get a Customer, by Trade, Market and Source · tradecpl.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Nextdoor advertising effectiveness home services contractors roofing leads case studies 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google search ads roofing contractors lead generation cost per lead Local Services Ads comparison Nextdoor OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |