Real ChatGPT answer · index seed328gjWgAs3QcompleteMarketing and advertising · local marketingcomparison

Is it better to pay for Yelp advertising or focus entirely on managing my free Yelp reviews for my hair salon

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it better to pay for Yelp advertising or focus entirely on managing my free Yelp reviews for my hair salon
2 real searches · 1 real-search pass
Yelp advertising for small businesses salons cost benefits reviews organic profile official Yelp business resourcesGoogle ↗
OBSERVEDOther / navigational
Yelp business page free profile reviews photos responding to reviews advertising performance salon marketingGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Yelp advertising for small businesses salons cost benefits reviews organic profile official Yelp business resources Google ↗
Yelp business page free profile reviews photos responding to reviews advertising performance salon marketing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Yelp advertising for small businesses salons cost benefits reviews organic profile official Yelp business resources
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Yelp business page free profile reviews photos responding to reviews advertising performance salon marketing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1