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?
Download run
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)
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 ↗
- Google's Local Algorithm and Local Ranking Factors · brightlocal.com
- Whitespark's 2026 local ranking factors: what actually moved · seomadman.com
- Local SEO: What is it & how to do it · semrush.com
- Google Business Profile · google.com
- Search Engine Land: Why Google Reviews Matter · searchengineland.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | 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 |