Real ChatGPT answer · index seedV7uFRHXA9eUcompleteEducation · language learningcomparison

Comparing YouTube channels like Butterfly French and Learn French with Alexa which instructor style better prepares students for formal DELF exams

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing YouTube channels like Butterfly French and Learn French with Alexa which instructor style better prepares students for formal DELF exams
3 real searches · 1 real-search pass
Butterfly French YouTube channel DELF exam preparation teaching style lessonsGoogle ↗
OBSERVEDOther / navigational
Learn French with Alexa YouTube channel DELF exam preparation teaching style lessonsGoogle ↗
OBSERVEDOther / navigational
France Education International DELF exam format assessment criteria officialGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Butterfly French YouTube channel DELF exam preparation teaching style lessons Google ↗
Learn French with Alexa YouTube channel DELF exam preparation teaching style lessons Google ↗
France Education International DELF exam format assessment criteria official Google ↗
  1. The Complete French Course · learnfrenchwithalexa.com
  2. Welcome to Learn French With Alexa · learnfrenchwithalexa.com
  3. French School TV website · frenchschooltv.com
  4. À propos : Vincent Bouen et l’équipe French School TV · frenchschooltv.com
  5. DELF tout public - niveau B1 · france-education-international.fr
  6. Évolution des épreuves du DELF et du DALF · france-education-international.fr
  7. DELF examination resources · france-education-international.fr

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Butterfly French YouTube channel DELF exam preparation teaching style lessons
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Learn French with Alexa YouTube channel DELF exam preparation teaching style lessons
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
France Education International DELF exam format assessment criteria official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1