Real ChatGPT answer · index seedyKTfEyWgOwEcompleteMarketing and advertising · AI search and generative engine optimizationcomparison

Why is ChatGPT citing my competitors in its recommended answers for local wedding photographers while my portfolio site gets left out of the generative engine results

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why is ChatGPT citing my competitors in its recommended answers for local wedding photographers while my portfolio site gets left out of the generative engine results
3 real searches · 1 real-search pass
how ChatGPT search citations choose sources local business recommendations website discoverability OAI-SearchBot documentationGoogle ↗
OBSERVEDInstruction
Google Search Central local business structured data documentation crawlable text images SEOGoogle ↗
OBSERVEDOther / navigational
Bing Webmaster guidelines AI search discoverability structured data local businessGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReasonDefinitionInstruction33%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
how ChatGPT search citations choose sources local business recommendations website discoverability OAI-SearchBot documentation Google ↗
Google Search Central local business structured data documentation crawlable text images SEO Google ↗
Bing Webmaster guidelines AI search discoverability structured data local business Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
how ChatGPT search citations choose sources local business recommendations website discoverability OAI-SearchBot documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Google Search Central local business structured data documentation crawlable text images SEO
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Bing Webmaster guidelines AI search discoverability structured data local business
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1