Real ChatGPT answer · index seedwEVWD11r7SIcompleteEducation · language learningcomparison

We are comparing studying abroad language requirements for exchange programs in France versus Germany to see which country is more forgiving for absolute beginners.

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are comparing studying abroad language requirements for exchange programs in France versus Germany to see which country is more forgiving for absolute beginners.
4 real searches · 1 real-search pass
France university exchange students French language requirements B1 B2 English taught courses official universityGoogle ↗
OBSERVEDInstruction
Germany exchange students German language requirements English taught courses official university DAADGoogle ↗
OBSERVEDComparison
Campus France exchange students language requirements French taught courses B2 English coursesGoogle ↗
OBSERVEDInstruction
DAAD exchange students language requirements German taught courses B2 C1 English taught coursesGoogle ↗
OBSERVEDInstruction

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 (4)
Short factOther / navigationalComparison25%ConsequenceReasonDefinitionInstruction75%Yes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
France university exchange students French language requirements B1 B2 English taught courses official university Google ↗
Germany exchange students German language requirements English taught courses official university DAAD Google ↗
Campus France exchange students language requirements French taught courses B2 English courses Google ↗
DAAD exchange students language requirements German taught courses B2 C1 English taught courses Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
France university exchange students French language requirements B1 B2 English taught courses official university
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Germany exchange students German language requirements English taught courses official university DAAD
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Campus France exchange students language requirements French taught courses B2 English courses
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
DAAD exchange students language requirements German taught courses B2 C1 English taught courses
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1