Real ChatGPT answer · index seedPlGWb15RYX8completeMarketing and advertising · local marketingcommercial

Which online services are best for fixing inconsistent NAP citations across local directories for a retired couples plumbing business

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which online services are best for fixing inconsistent NAP citations across local directories for a retired couples plumbing business
1 real search · 1 real-search pass
best local SEO citation cleanup services BrightLocal Whitespark Semrush Local Yext pricing features 2026Google ↗
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 BrightLocal Whitespark Semrush Local Yext pricing features 2026 Google ↗
  1. Whitespark · whitespark.ca
  2. BrightLocal · brightlocal.com
  3. Moz Local · moz.com
  4. Semrush · semrush.com
  5. Yext · yext.com
  6. Best Local Citation Audit Software: 5 Tools · saasproven.com
  7. Local Citation Services Compared · brightlocal.com
  8. The Best Listings Management Solutions Compared · brightlocal.com
  9. Best Local Citation Tools for Small Businesses and Agencies · saasproven.com

Queries

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