Real ChatGPT answer · index seeds1Z8YnTRxgUcompleteMarketing and advertising · local marketingcommercial

I run a tiny bakery in Austin on a shoestring budget and need to know if BrightLocal citation building tools are actually worth the subscription fee for a one-person shop.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I run a tiny bakery in Austin on a shoestring budget and need to know if BrightLocal citation building tools are actually worth the subscription fee for a one-person shop.
3 real searches · 1 real-search pass
BrightLocal pricing citation builder plans 2026 citation builder pricing officialGoogle ↗
OBSERVEDComparison
BrightLocal citation builder how it works one time vs subscription officialGoogle ↗
OBSERVEDComparison
Google Business Profile local ranking relevance distance prominence citations documentationGoogle ↗
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 (3)
Short factOther / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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 pricing citation builder plans 2026 citation builder pricing official Google ↗
BrightLocal citation builder how it works one time vs subscription official Google ↗
Google Business Profile local ranking relevance distance prominence citations documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightLocal pricing citation builder plans 2026 citation builder pricing official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
BrightLocal citation builder how it works one time vs subscription official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Google Business Profile local ranking relevance distance prominence citations documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1