Real ChatGPT answer · index seedn1APqixc8YEcompleteMarketing and advertising · AI search and generative engine optimizationcommercial

How do I track if ChatGPT is recommending my competitors instead of my own consulting firm when users ask for industry experts?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I track if ChatGPT is recommending my competitors instead of my own consulting firm when users ask for industry experts?
2 real searches · 1 real-search pass
AI visibility monitoring tools track ChatGPT brand mentions competitors 2026 GEO consulting firmsGoogle ↗
OBSERVEDComparison
OpenAI ChatGPT search publisher visibility recommendations how ChatGPT search works officialGoogle ↗
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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / 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
AI visibility monitoring tools track ChatGPT brand mentions competitors 2026 GEO consulting firms Google ↗
OpenAI ChatGPT search publisher visibility recommendations how ChatGPT search works official Google ↗
  1. Visit Profound · tryprofound.com
  2. Visit Otterly.AI · otterly.ai
  3. Visit Peec AI · peec.ai
  4. Visit Gumshoe · gumshoe.ai
  5. GEO Monitor · geomonitor.app
  6. GeoEcho · geoecho.ai
  7. Searching the web with ChatGPT · help.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AI visibility monitoring tools track ChatGPT brand mentions competitors 2026 GEO consulting firms
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
OpenAI ChatGPT search publisher visibility recommendations how ChatGPT search works official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1