How do reviews and citations impact local SEO ranking factors compared to traditional on page optimization on a budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do reviews and citations impact local SEO ranking factors compared to traditional on page optimization on a budget?
1 real search · 1 real-search pass
Google local search ranking factors relevance distance prominence reviews citations on-page optimization budgetGoogle ↗
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 (1)
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
Google local search ranking factors relevance distance prominence reviews citations on-page optimization budget Google ↗
- Tips to improve your local ranking on Google · support.google.com
- Are Relevance, Distance, & Prominence Google Ranking Factors? · searchenginejournal.com
- Google's Local Algorithm and Local Ranking Factors · brightlocal.com
- Local SEO Ranking Factors 2026: The Weights, With Sources · digitalhandshakemedia.com