Real ChatGPT answer · index seedJPUDjECGdhccompleteMarketing and advertising · local marketingcomparison

Assess BrightLocal citation building features against advice from the Local Search Forum for cleaning up severe aggregator data pollution after a merger.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Assess BrightLocal citation building features against advice from the Local Search Forum for cleaning up severe aggregator data pollution after a merger.
3 real searches · 1 real-search pass
BrightLocal citation builder features aggregator duplicate suppression citation cleanup data aggregators merger Local Search Forum advice citation cleanup severe data pollutionGoogle ↗
OBSERVEDReason
site:localsearchforum.com aggregator data pollution merger citations duplicate listings cleanup adviceGoogle ↗
OBSERVEDOther / navigational
site:localsearchforum.com citation cleanup data aggregators duplicates incorrect NAP dataGoogle ↗
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 (3)
Short factOther / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
BrightLocal citation builder features aggregator duplicate suppression citation cleanup data aggregators merger Local Search Forum advice citation cleanup severe data pollution Google ↗
site:localsearchforum.com aggregator data pollution merger citations duplicate listings cleanup advice Google ↗
site:localsearchforum.com citation cleanup data aggregators duplicates incorrect NAP data Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightLocal citation builder features aggregator duplicate suppression citation cleanup data aggregators merger Local Search Forum advice citation cleanup severe data pollution
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
site:localsearchforum.com aggregator data pollution merger citations duplicate listings cleanup advice
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:localsearchforum.com citation cleanup data aggregators duplicates incorrect NAP data
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1