Real ChatGPT answer · index seedMGM02fe6a1UcompleteEducation · language learningcomparison

Does Rosetta Stone enterprise software outperform Mango Languages for onboarding multinational customer support teams in bilingual regions?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Does Rosetta Stone enterprise software outperform Mango Languages for onboarding multinational customer support teams in bilingual regions?
3 real searches · 1 real-search pass
Rosetta Stone Enterprise language learning business features reporting admin multilingual workforce officialGoogle ↗
OBSERVEDOther / navigational
Mango Languages for business enterprise language learning features reporting admin officialGoogle ↗
OBSERVEDOther / navigational
Rosetta Stone Enterprise vs Mango Languages business language training customer support comparisonGoogle ↗
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
Rosetta Stone Enterprise language learning business features reporting admin multilingual workforce official Google ↗
Mango Languages for business enterprise language learning features reporting admin official Google ↗
Rosetta Stone Enterprise vs Mango Languages business language training customer support comparison Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Rosetta Stone Enterprise language learning business features reporting admin multilingual workforce official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Mango Languages for business enterprise language learning features reporting admin official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Rosetta Stone Enterprise vs Mango Languages business language training customer support comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1