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Is Duolingo Plus actually better than the free version for someone trying to reach conversational fluency by next month

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is Duolingo Plus actually better than the free version for someone trying to reach conversational fluency by next month
2 real searches · 1 real-search pass
Duolingo Super features unlimited hearts ad-free practice official 2026Google ↗
OBSERVEDOther / navigational
Duolingo conversational fluency speaking practice effectiveness research language learning app speaking limitationsGoogle ↗
OBSERVEDReason

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%ComparisonConsequenceReason50%DefinitionInstructionYes / 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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Duolingo Super features unlimited hearts ad-free practice official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Duolingo conversational fluency speaking practice effectiveness research language learning app speaking limitations
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1