Real ChatGPT answer · index seedWXSUykRmcr8completeMarketing and advertising · AI search and generative engine optimizationcomparison

Is MarketMuse better than Frase for creating content that generative engines will actually cite as a primary source?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is MarketMuse better than Frase for creating content that generative engines will actually cite as a primary source?
3 real searches · 1 real-search pass
MarketMuse official features content research topic modeling content briefs optimization AI search citations generative engines 2026Google ↗
OBSERVEDOther / navigational
Frase official features AI search optimization GEO citations content optimization 2026Google ↗
OBSERVEDOther / navigational
MarketMuse vs Frase comparison AI search visibility citations primary sourcesGoogle ↗
OBSERVEDComparison

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%Comparison33%ConsequenceReasonDefinitionInstructionYes / 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
MarketMuse official features content research topic modeling content briefs optimization AI search citations generative engines 2026 Google ↗
Frase official features AI search optimization GEO citations content optimization 2026 Google ↗
MarketMuse vs Frase comparison AI search visibility citations primary sources Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
MarketMuse official features content research topic modeling content briefs optimization AI search citations generative engines 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Frase official features AI search optimization GEO citations content optimization 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
MarketMuse vs Frase comparison AI search visibility citations primary sources
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1