Real ChatGPT answer · index seed5IC7AIltIdccompleteMarketing and advertising · local marketingcommercial

Can you find the most recommended software tools for auditing and correcting inconsistent NAP citations on local business directories

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you find the most recommended software tools for auditing and correcting inconsistent NAP citations on local business directories
4 real searches · 1 real-search pass
best local SEO citation management software NAP audit cleanup comparison BrightLocal Whitespark Semrush Yext Moz Local 2026Google ↗
OBSERVEDComparison
BrightLocal citation tracker citation builder cleanup features official pricing 2026Google ↗
OBSERVEDOther / navigational
Whitespark local citation finder citation cleanup services official featuresGoogle ↗
OBSERVEDOther / navigational
Yext listings management duplicate suppression directory network 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 (4)
Short factOther / navigational75%Comparison25%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
best local SEO citation management software NAP audit cleanup comparison BrightLocal Whitespark Semrush Yext Moz Local 2026 Google ↗
BrightLocal citation tracker citation builder cleanup features official pricing 2026 Google ↗
Whitespark local citation finder citation cleanup services official features Google ↗
Yext listings management duplicate suppression directory network official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best local SEO citation management software NAP audit cleanup comparison BrightLocal Whitespark Semrush Yext Moz Local 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
BrightLocal citation tracker citation builder cleanup features official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Whitespark local citation finder citation cleanup services official features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Yext listings management duplicate suppression directory network official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1