Real ChatGPT answer · index seedlH6tCK9wDzgcompleteMarketing and advertising · local marketinginformational

Why are my business name address and phone number discrepancies on old directory listings causing my auto repair shop to drop in the map pack rankings?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why are my business name address and phone number discrepancies on old directory listings causing my auto repair shop to drop in the map pack rankings?
1 real search · 1 real-search pass
Google local search ranking factors NAP citations inconsistencies duplicate listings Google Business Profile documentationGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
Google local search ranking factors NAP citations inconsistencies duplicate listings Google Business Profile documentation Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google local search ranking factors NAP citations inconsistencies duplicate listings Google Business Profile documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1