Real ChatGPT answer · index seedlWuYrLUJcyYcompleteMarketing and advertising · local marketingcommercial

Can you recommend the top citation cleanup services to fix inconsistent NAP data for my plumbing business across the web?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you recommend the top citation cleanup services to fix inconsistent NAP data for my plumbing business across the web?
1 real search · 1 real-search pass
best local SEO citation cleanup services NAP consistency BrightLocal Whitespark Yext Semrush 2026 pricing featuresGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
best local SEO citation cleanup services NAP consistency BrightLocal Whitespark Yext Semrush 2026 pricing features Google ↗
  1. Whitespark · whitespark.ca
  2. BrightLocal · brightlocal.com
  3. Moz Local · moz.com
  4. Yext · yext.com
  5. Semrush Local · semrush.com
  6. The HOTH · thehoth.com
  7. Best Local Citation Audit Software: 5 Tools · saasproven.com
  8. Local Citation Services Compared · brightlocal.com
  9. Best Local Citation Services in 2026: 6 Done-for-You Options by Cost · martechverdict.com

Queries

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