Real ChatGPT answer · index seedj9B1xxFyL7YcompleteMarketing and advertising · local marketingcommercial

What do local business owners say about the actual return on investment for Nextdoor sponsored posts versus local Facebook ads

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do local business owners say about the actual return on investment for Nextdoor sponsored posts versus local Facebook ads
3 real searches · 1 real-search pass
small business owners Nextdoor sponsored posts ROI compared Facebook ads reviews RedditGoogle ↗
OBSERVEDComparison
local business owner experience Nextdoor ads cost per lead ROI sponsored postsGoogle ↗
OBSERVEDReason
Facebook local ads small business owner ROI cost per lead versus Nextdoor advertisingGoogle ↗
OBSERVEDComparison

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 (3)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
small business owners Nextdoor sponsored posts ROI compared Facebook ads reviews Reddit Google ↗
local business owner experience Nextdoor ads cost per lead ROI sponsored posts Google ↗
Facebook local ads small business owner ROI cost per lead versus Nextdoor advertising Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
small business owners Nextdoor sponsored posts ROI compared Facebook ads reviews Reddit
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
local business owner experience Nextdoor ads cost per lead ROI sponsored posts
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Facebook local ads small business owner ROI cost per lead versus Nextdoor advertising
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1