Real ChatGPT answer · index seedvzxieriOj9scompleteMarketing and advertising · local marketingcommercial

What is the most reliable agency or software to fix my NAP citations across fifty different directories for my auto repair shop?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the most reliable agency or software to fix my NAP citations across fifty different directories for my auto repair shop?
4 real searches · 1 real-search pass
best local citation management software NAP cleanup 50 directories BrightLocal Whitespark Yext Semrush 2026Google ↗
OBSERVEDComparison
BrightLocal citation builder active suppression duplicate listings citation cleanup officialGoogle ↗
OBSERVEDOther / navigational
Whitespark citation services cleanup find fix listings officialGoogle ↗
OBSERVEDOther / navigational
Yext listings distribution network pricing official 2026Google ↗
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). 4 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 citation management software NAP cleanup 50 directories BrightLocal Whitespark Yext Semrush 2026 Google ↗
BrightLocal citation builder active suppression duplicate listings citation cleanup official Google ↗
Whitespark citation services cleanup find fix listings official Google ↗
Yext listings distribution network pricing official 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best local citation management software NAP cleanup 50 directories BrightLocal Whitespark Yext Semrush 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
BrightLocal citation builder active suppression duplicate listings citation cleanup official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Whitespark citation services cleanup find fix listings official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Yext listings distribution network pricing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1