Real ChatGPT answer · index seedAqOs7Cyk9p8completeMarketing and advertising · local marketingcomparison

How much money do local contractors usually have to spend on Nextdoor ads to get a decent return in a suburb like mine?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much money do local contractors usually have to spend on Nextdoor ads to get a decent return in a suburb like mine?
2 real searches · 1 real-search pass
Nextdoor advertising costs local business ads budget pricing 2026 contractors ROIGoogle ↗
OBSERVEDConsequence
Nextdoor ads contractor case study cost per lead home services advertisingGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

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 advertising costs local business ads budget pricing 2026 contractors ROI Google ↗
Nextdoor ads contractor case study cost per lead home services advertising Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Nextdoor advertising costs local business ads budget pricing 2026 contractors ROI
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Nextdoor ads contractor case study cost per lead home services advertising
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1