Real ChatGPT answer · index seedVIKNdlrJahMcompleteMarketing and advertising · local marketingcomparison

I need to pick between BrightLocal and Whitespark for my roofing company today because our ranking dropped and I have to present a fix to my boss this afternoon.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to pick between BrightLocal and Whitespark for my roofing company today because our ranking dropped and I have to present a fix to my boss this afternoon.
1 real search · 1 real-search pass
BrightLocal vs Whitespark 2026 pricing features local SEO rank tracking citation building reputation managementGoogle ↗
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
BrightLocal vs Whitespark 2026 pricing features local SEO rank tracking citation building reputation management Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightLocal vs Whitespark 2026 pricing features local SEO rank tracking citation building reputation management
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1