Real ChatGPT answer · index seedNx9bqCesdC0completeMarketing and advertising · AI search and generative engine optimizationcommercial

How should I update our local business citations right now so generative local search results accurately recommend our downtown restaurant over chains?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How should I update our local business citations right now so generative local search results accurately recommend our downtown restaurant over chains?
2 real searches · 1 real-search pass
2026 generative engine optimization local business citations Google AI Overviews local search guidanceGoogle ↗
OBSERVEDOther / navigational
2026 local SEO citations generative AI search Google Business Profile structured data restaurant recommendationsGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
2026 generative engine optimization local business citations Google AI Overviews local search guidance Google ↗
2026 local SEO citations generative AI search Google Business Profile structured data restaurant recommendations Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 generative engine optimization local business citations Google AI Overviews local search guidance
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 local SEO citations generative AI search Google Business Profile structured data restaurant recommendations
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1