Real ChatGPT answer · index seedbX9luQDiUgIcompleteMarketing and advertising · local marketinginformational

How do reviews and star ratings impact my local SEO ranking on search engines like Google and Bing?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do reviews and star ratings impact my local SEO ranking on search engines like Google and Bing?
2 real searches · 1 real-search pass
Google Business Profile local ranking reviews quantity positive ratings prominence official help Bing Places reviews local search rankingGoogle ↗
OBSERVEDReason
Google Business Profile local ranking reviews quantity positive ratings prominence official documentation Bing Places reviews local search rankingGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Google Business Profile local ranking reviews quantity positive ratings prominence official help Bing Places reviews local search ranking Google ↗
Google Business Profile local ranking reviews quantity positive ratings prominence official documentation Bing Places reviews local search ranking Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Business Profile local ranking reviews quantity positive ratings prominence official help Bing Places reviews local search ranking
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Business Profile local ranking reviews quantity positive ratings prominence official documentation Bing Places reviews local search ranking
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1