Real ChatGPT answer · index seedBrLPMroZCQIcompleteMarketing and advertising · brandingcommercial

Are there any standard best practices or free tools available for handling and responding to negative brand reviews without making things worse

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any standard best practices or free tools available for handling and responding to negative brand reviews without making things worse
2 real searches · 1 real-search pass
official guidance responding to customer reviews Google Business Profile review management tips Yelp business response best practices FTC fake reviews ruleGoogle ↗
OBSERVEDReason
free online reputation monitoring tools Google Alerts Talkwalker Alerts Mention free plan 2026Google ↗
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 / navigational50%ComparisonConsequenceReason50%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
official guidance responding to customer reviews Google Business Profile review management tips Yelp business response best practices FTC fake reviews rule Google ↗
free online reputation monitoring tools Google Alerts Talkwalker Alerts Mention free plan 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
official guidance responding to customer reviews Google Business Profile review management tips Yelp business response best practices FTC fake reviews rule
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
free online reputation monitoring tools Google Alerts Talkwalker Alerts Mention free plan 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1