How do local SEO ranking algorithms weigh customer review velocity versus total review volume for service-based businesses?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do local SEO ranking algorithms weigh customer review velocity versus total review volume for service-based businesses?
2 real searches · 1 real-search pass
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)
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 score velocity review frequency prominence official documentation Google ↗
local SEO ranking factors review velocity review quantity service businesses Whitespark survey 2025 Google ↗
- Tips to improve your local ranking on Google · support.google.com
- Understand review scores for local places & businesses · support.google.com
- Whitespark's Official 2026 Local Search Ranking Factors Report: Your ultimate guide to local SEO success in 2026! · whitespark.ca
- Review Velocity: How Many Google Reviews a Month Is Enough? · topseoexperts.us
- Whitespark's Local Search Ranking Factors Survey Meets Localo Data · localo.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Business Profile local ranking reviews quantity score velocity review frequency prominence official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
local SEO ranking factors review velocity review quantity service businesses Whitespark survey 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |