Why are some local service contractors complaining about the lead quality generated through Nextdoor local business ad types?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are some local service contractors complaining about the lead quality generated through Nextdoor local business ad types?
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
Nextdoor local business ads contractor lead quality complaints leads homeowner intent spam reviews discussion Google ↗
Nextdoor Local Deals ads lead generation service businesses how leads work targeting recommendations Google ↗
- Targeting on Nextdoor: What's right for your business? · business.nextdoor.com
- Find local customers, easily, with Nextdoor. · business.nextdoor.com
- Contractor advertising services · reddit.com
- Anybody Use NEXTDOOR Ads · reddit.com
- Anyone doing nextdoor ads today? · reddit.com
- Nextdoor Business Marketing · business.nextdoor.com
- Nextdoor Ads for Contractors: Why Recommendations Win · elevarus.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Nextdoor local business ads contractor lead quality complaints leads homeowner intent spam reviews discussion OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Nextdoor Local Deals ads lead generation service businesses how leads work targeting recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |