Real ChatGPT answer · index seedIlGLDGA3VEAcompleteMarketing and advertising · AI search and generative engine optimizationinformational

How do Microsoft Copilot and ChatGPT handle brand citations differently for local service queries, and how can we optimize for both simultaneously?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do Microsoft Copilot and ChatGPT handle brand citations differently for local service queries, and how can we optimize for both simultaneously?
3 real searches · 1 real-search pass
Microsoft Copilot search citations how sources are selected Bing local business recommendations official documentationGoogle ↗
OBSERVEDInstruction
OpenAI ChatGPT search citations how search sources are selected local business recommendations official documentationGoogle ↗
OBSERVEDInstruction
local SEO AI search visibility Bing Places Google Business Profile structured data local citations best practices 2026Google ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
Microsoft Copilot search citations how sources are selected Bing local business recommendations official documentation Google ↗
OpenAI ChatGPT search citations how search sources are selected local business recommendations official documentation Google ↗
local SEO AI search visibility Bing Places Google Business Profile structured data local citations best practices 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Microsoft Copilot search citations how sources are selected Bing local business recommendations official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
OpenAI ChatGPT search citations how search sources are selected local business recommendations official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
local SEO AI search visibility Bing Places Google Business Profile structured data local citations best practices 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1