Real ChatGPT answer · index seedbV6CRxMRQQ0completeMarketing and advertising · local marketingbrand

What strategy do top local SEO consultants recommend for cleaning up severe NAP citation inconsistencies caused by a previous rogue agency using automated submission tools?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What strategy do top local SEO consultants recommend for cleaning up severe NAP citation inconsistencies caused by a previous rogue agency using automated submission tools?
2 real searches · 1 real-search pass
local SEO citation cleanup duplicate listings data aggregators NAP inconsistencies best practices Whitespark BrightLocal MozGoogle ↗
OBSERVEDInstruction
Google Business Profile guidelines business information name address phone citation duplicate listings 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
local SEO citation cleanup duplicate listings data aggregators NAP inconsistencies best practices Whitespark BrightLocal Moz Google ↗
Google Business Profile guidelines business information name address phone citation duplicate listings official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
local SEO citation cleanup duplicate listings data aggregators NAP inconsistencies best practices Whitespark BrightLocal Moz
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Google Business Profile guidelines business information name address phone citation duplicate listings official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1