Real ChatGPT answer · index seed2F11yh2RlAkcompleteMarketing and advertising · local marketingcomparison

Compare BrightLocal citation building tools against Whitespark for managing multi-location franchise NAP consistency across fifty midwest markets with legacy data cleanup.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare BrightLocal citation building tools against Whitespark for managing multi-location franchise NAP consistency across fifty midwest markets with legacy data cleanup.
3 real searches · 1 real-search pass
BrightLocal citation builder citation tracker duplicate suppression location management API bulk locations 2026Google ↗
OBSERVEDOther / navigational
Whitespark citation building service citation cleanup duplicate suppression multi location management 2026Google ↗
OBSERVEDOther / navigational
BrightLocal vs Whitespark citations comparison franchise multi-location NAP consistencyGoogle ↗
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 (3)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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 citation tracker duplicate suppression location management API bulk locations 2026 Google ↗
Whitespark citation building service citation cleanup duplicate suppression multi location management 2026 Google ↗
BrightLocal vs Whitespark citations comparison franchise multi-location NAP consistency Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightLocal citation builder citation tracker duplicate suppression location management API bulk locations 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Whitespark citation building service citation cleanup duplicate suppression multi location management 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
BrightLocal vs Whitespark citations comparison franchise multi-location NAP consistency
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1