Real ChatGPT answer · index seed1ikk1piPhmwcompleteMarketing and advertising · AI search and generative engine optimizationcomparison

What are the most budget friendly ways to optimize our blog content so ChatGPT actually cites us instead of our expensive competitors?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the most budget friendly ways to optimize our blog content so ChatGPT actually cites us instead of our expensive competitors?
3 real searches · 1 real-search pass
2026 generative engine optimization GEO research what makes websites cited by ChatGPT authoritative content citations studyGoogle ↗
OBSERVEDReason
OpenAI ChatGPT search crawler OAI-SearchBot publisher guidance citations websiteGoogle ↗
OBSERVEDOther / navigational
Google Search Central helpful reliable people first content structured data guidance AI searchGoogle ↗
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). 2 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
2026 generative engine optimization GEO research what makes websites cited by ChatGPT authoritative content citations study Google ↗
OpenAI ChatGPT search crawler OAI-SearchBot publisher guidance citations website Google ↗
Google Search Central helpful reliable people first content structured data guidance AI search Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 generative engine optimization GEO research what makes websites cited by ChatGPT authoritative content citations study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
OpenAI ChatGPT search crawler OAI-SearchBot publisher guidance citations website
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central helpful reliable people first content structured data guidance AI search
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1