Real ChatGPT answer · index seedrz2D3rhvq0YcompleteMarketing and advertising · local marketingcommercial

Which local SEO ranking factors have changed the most this year for small family businesses trying to get discovered?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which local SEO ranking factors have changed the most this year for small family businesses trying to get discovered?
3 real searches · 1 real-search pass
2026 local SEO ranking factors changes Google Business Profile reviews AI search small businesses 2026Google ↗
OBSERVEDReason
2026 local SEO ranking factors changes Google Business Profile reviews AI search local ranking small businesses 2026Google ↗
OBSERVEDReason
Google local search ranking factors 2026 proximity relevance prominence reviews business profile updatesGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
2026 local SEO ranking factors changes Google Business Profile reviews AI search small businesses 2026 Google ↗
2026 local SEO ranking factors changes Google Business Profile reviews AI search local ranking small businesses 2026 Google ↗
Google local search ranking factors 2026 proximity relevance prominence reviews business profile updates Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 local SEO ranking factors changes Google Business Profile reviews AI search small businesses 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 local SEO ranking factors changes Google Business Profile reviews AI search local ranking small businesses 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google local search ranking factors 2026 proximity relevance prominence reviews business profile updates
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1