Real ChatGPT answer · index seedaQWYM8wdQHQcompleteEducation · tutoringcomparison

Which is more cost-effective for corporate language training, Babbel or Duolingo, given our limited monthly professional development budget?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which is more cost-effective for corporate language training, Babbel or Duolingo, given our limited monthly professional development budget?
3 real searches · 1 real-search pass
Babbel for Business vs Duolingo for Business pricing features corporate language learning 2026Google ↗
OBSERVEDComparison
Babbel for Business pricing corporate language training plans features 2026Google ↗
OBSERVEDOther / navigational
Duolingo for Business pricing corporate plans Duolingo for Schools enterprise 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%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
Babbel for Business vs Duolingo for Business pricing features corporate language learning 2026 Google ↗
Babbel for Business pricing corporate language training plans features 2026 Google ↗
Duolingo for Business pricing corporate plans Duolingo for Schools enterprise 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Babbel for Business vs Duolingo for Business pricing features corporate language learning 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Babbel for Business pricing corporate language training plans features 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Duolingo for Business pricing corporate plans Duolingo for Schools enterprise 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1