Real ChatGPT answer · index seedEyVxh7vAqmMcompleteMarketing and advertising · local marketingbrand

What are the current local SEO ranking factors for Google Maps that my neighborhood bakery needs to focus on this year to beat out the new chain store?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current local SEO ranking factors for Google Maps that my neighborhood bakery needs to focus on this year to beat out the new chain store?
2 real searches · 1 real-search pass
Google Business Profile local ranking factors 2026 relevance distance prominence reviews photos categories official Google guidelinesGoogle ↗
OBSERVEDReason
2026 local SEO Google Maps ranking factors study Whitespark local search ranking factors 2026 bakery reviews categories linksGoogle ↗
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 factors 2026 relevance distance prominence reviews photos categories official Google guidelines Google ↗
2026 local SEO Google Maps ranking factors study Whitespark local search ranking factors 2026 bakery reviews categories links Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Business Profile local ranking factors 2026 relevance distance prominence reviews photos categories official Google guidelines
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 local SEO Google Maps ranking factors study Whitespark local search ranking factors 2026 bakery reviews categories links
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1