Real ChatGPT answer · index seedIexaFJeectEcompleteMarketing and advertising · local marketingcommercial

How do I use BrightLocal to find and fix inconsistent NAP data for my plumbing business across local directories

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do I use BrightLocal to find and fix inconsistent NAP data for my plumbing business across local directories
2 real searches · 1 real-search pass
BrightLocal Citation Tracker how to find inconsistent NAP listings official documentationGoogle ↗
OBSERVEDInstruction
BrightLocal Citation Builder manage duplicate listings NAP consistency officialGoogle ↗
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%ComparisonConsequenceReasonDefinitionInstruction50%Yes / 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
BrightLocal Citation Tracker how to find inconsistent NAP listings official documentation Google ↗
BrightLocal Citation Builder manage duplicate listings NAP consistency official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightLocal Citation Tracker how to find inconsistent NAP listings official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
BrightLocal Citation Builder manage duplicate listings NAP consistency official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1