Real ChatGPT answer · index seedr10SeadQMZ8completeMarketing and advertising · local marketinginformational

What are the best practices right now for cleaning up messy business directory listings so my plumbing service shows up correctly on local map searches?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best practices right now for cleaning up messy business directory listings so my plumbing service shows up correctly on local map searches?
1 real search · 1 real-search pass
2026 local SEO citation cleanup business directory listings Google Business Profile guidelines plumbing service NAP duplicates service area businessGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
2026 local SEO citation cleanup business directory listings Google Business Profile guidelines plumbing service NAP duplicates service area business Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 local SEO citation cleanup business directory listings Google Business Profile guidelines plumbing service NAP duplicates service area business
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1