Real ChatGPT answer · index seedwsHocM14IAscompleteMarketing and advertising · local marketinginformational

What is the most effective workflow to suppress negative Yelp and Google reviews by proactively routing dissatisfied customers to a private internal resolution funnel?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the most effective workflow to suppress negative Yelp and Google reviews by proactively routing dissatisfied customers to a private internal resolution funnel?
2 real searches · 1 real-search pass
Google Maps user contributed content policy fake engagement selectively solicit positive reviews discourage negative reviews review gating officialGoogle ↗
OBSERVEDYes / no
Yelp review solicitation policy ask customers for reviews official business supportGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / no50%

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
Google Maps user contributed content policy fake engagement selectively solicit positive reviews discourage negative reviews review gating official Google ↗
Yelp review solicitation policy ask customers for reviews official business support Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Maps user contributed content policy fake engagement selectively solicit positive reviews discourage negative reviews review gating official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
Yelp review solicitation policy ask customers for reviews official business support
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1