Real ChatGPT answer · index seedpYTwFiexXtocompleteMarketing and advertising · local marketinginformational

How should a local dentist respond to a sudden influx of one star reviews without paying thousands for a reputation management consultant?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How should a local dentist respond to a sudden influx of one star reviews without paying thousands for a reputation management consultant?
1 real search · 1 real-search pass
Google Maps user contributed content policy fake engagement review manipulation business review removal official; HHS HIPAA responding to online reviews dental practice; FTC consumer reviews testimonials rule businesses incentives reviews officialGoogle ↗
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
Google Maps user contributed content policy fake engagement review manipulation business review removal official; HHS HIPAA responding to online reviews dental practice; FTC consumer reviews testimonials rule businesses incentives reviews official Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Maps user contributed content policy fake engagement review manipulation business review removal official; HHS HIPAA responding to online reviews dental practice; FTC consumer reviews testimonials rule businesses incentives reviews official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1