Real ChatGPT answer · index seedJ8c0V8XRVrEcompleteEducation · language learningcomparison

Can you compare Busuu and Lingoda for someone who needs to pass the DELE exam while running a full time company

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Busuu and Lingoda for someone who needs to pass the DELE exam while running a full time company
3 real searches · 1 real-search pass
Busuu official Spanish courses CEFR levels grammar vocabulary certificates DELE exam preparationGoogle ↗
OBSERVEDComparison
Lingoda official Spanish classes CEFR levels private group classes schedule DELE exam preparationGoogle ↗
OBSERVEDComparison
Instituto Cervantes DELE exam format levels reading listening writing speaking officialGoogle ↗
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 (3)
Short factOther / navigationalComparison67%ConsequenceReasonDefinitionInstruction33%Yes / 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
Busuu official Spanish courses CEFR levels grammar vocabulary certificates DELE exam preparation Google ↗
Lingoda official Spanish classes CEFR levels private group classes schedule DELE exam preparation Google ↗
Instituto Cervantes DELE exam format levels reading listening writing speaking official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Busuu official Spanish courses CEFR levels grammar vocabulary certificates DELE exam preparation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Lingoda official Spanish classes CEFR levels private group classes schedule DELE exam preparation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Instituto Cervantes DELE exam format levels reading listening writing speaking official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1