Real ChatGPT answer · index seedROXloaZJrUQcompleteMarketing and advertising · local marketingcommercial

What are the best ways to respond to angry customer reviews on Yelp without damaging my local brand reputation?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best ways to respond to angry customer reviews on Yelp without damaging my local brand reputation?
1 real search · 1 real-search pass
Yelp business owner responding to reviews guidelines official Yelp support negative reviewsGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Yelp business owner responding to reviews guidelines official Yelp support negative reviews Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Yelp business owner responding to reviews guidelines official Yelp support negative reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1