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

What are the best GEO tactics to deploy this afternoon to get our software listed in ChatGPT recommendations before our competitors do

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best GEO tactics to deploy this afternoon to get our software listed in ChatGPT recommendations before our competitors do
3 real searches · 1 real-search pass
OpenAI ChatGPT search publishers crawling OAI-SearchBot documentation recommendations discoverability 2026Google ↗
OBSERVEDOther / navigational
Generative Engine Optimization GEO research tactics citations brand mentions structured content study 2025 2026Google ↗
OBSERVEDReason
ChatGPT shopping product discovery merchant product feeds software recommendations official OpenAI documentation 2026Google ↗
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%ComparisonConsequenceReason33%DefinitionInstructionYes / 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
OpenAI ChatGPT search publishers crawling OAI-SearchBot documentation recommendations discoverability 2026 Google ↗
Generative Engine Optimization GEO research tactics citations brand mentions structured content study 2025 2026 Google ↗
ChatGPT shopping product discovery merchant product feeds software recommendations official OpenAI documentation 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI ChatGPT search publishers crawling OAI-SearchBot documentation recommendations discoverability 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Generative Engine Optimization GEO research tactics citations brand mentions structured content study 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ChatGPT shopping product discovery merchant product feeds software recommendations official OpenAI documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1