Real ChatGPT answer · index seedkcdoyzJ6wjccompleteMarketing and advertising · local marketingcommercial

Which online directory cleanup services are currently considered the best for fixing annoying NAP citation errors across the web

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which online directory cleanup services are currently considered the best for fixing annoying NAP citation errors across the web
2 real searches · 1 real-search pass
best local SEO citation cleanup services NAP errors 2026 reviews pricing featuresGoogle ↗
OBSERVEDComparison
best local citation cleanup services NAP consistency 2026 Yext BrightLocal Moz Local Whitespark Semrush listings management comparisonGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
best local SEO citation cleanup services NAP errors 2026 reviews pricing features Google ↗
best local citation cleanup services NAP consistency 2026 Yext BrightLocal Moz Local Whitespark Semrush listings management comparison Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best local SEO citation cleanup services NAP errors 2026 reviews pricing features
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
best local citation cleanup services NAP consistency 2026 Yext BrightLocal Moz Local Whitespark Semrush listings management comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1