Real ChatGPT answer · index seedmaK18EP1uy8completeMarketing and advertising · local marketinginformational
What are the most important local SEO ranking factors for Google Maps in 2026, and how much do customer reviews actually matter for my bakery in Austin?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most important local SEO ranking factors for Google Maps in 2026, and how much do customer reviews actually matter for my bakery in Austin?
3 real searches · 1 real-search pass
Google local ranking factors relevance distance prominence official Google Business Profile reviews 2026 local SEO bakeryGoogle ↗
OBSERVEDReason
2026 local search ranking factors survey Google Maps reviews review signals Whitespark Local Search Ranking Factors 2026Google ↗
OBSERVEDReason
Google Maps reviews ranking impact quantity quality recency owner responses Google official local rankingGoogle ↗
OBSERVEDConsequence
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)
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
Google local ranking factors relevance distance prominence official Google Business Profile reviews 2026 local SEO bakery Google ↗
2026 local search ranking factors survey Google Maps reviews review signals Whitespark Local Search Ranking Factors 2026 Google ↗
Google Maps reviews ranking impact quantity quality recency owner responses Google official local ranking Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google local ranking factors relevance distance prominence official Google Business Profile reviews 2026 local SEO bakery OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 local search ranking factors survey Google Maps reviews review signals Whitespark Local Search Ranking Factors 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Maps reviews ranking impact quantity quality recency owner responses Google official local ranking OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |