Real ChatGPT answer · index seedBR3zPnHWQO8completeMarketing and advertising · ad platformsbrand

What kind of ROI do local service businesses typically see after trying out Nextdoor local business ad types for the first time?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What kind of ROI do local service businesses typically see after trying out Nextdoor local business ad types for the first time?
2 real searches · 1 real-search pass
Nextdoor local business ads ROI results case studies advertiser performance metrics 2026Google ↗
OBSERVEDConsequence
Nextdoor local business advertising ROI case studies small businesses first campaign results cost per lead conversion 2025Google ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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 local business ads ROI results case studies advertiser performance metrics 2026 Google ↗
Nextdoor local business advertising ROI case studies small businesses first campaign results cost per lead conversion 2025 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Nextdoor local business ads ROI results case studies advertiser performance metrics 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Nextdoor local business advertising ROI case studies small businesses first campaign results cost per lead conversion 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1