Real ChatGPT answer · index seedKdfTCshkM8UcompleteEducation · language learningcommercial

Give me a detailed comparison of private lessons on Preply versus ITalki for advanced business Spanish acquisition, factoring in recent platform updates.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Give me a detailed comparison of private lessons on Preply versus ITalki for advanced business Spanish acquisition, factoring in recent platform updates.
3 real searches · 1 real-search pass
Preply platform updates 2026 features tutor lessons business Spanish learningGoogle ↗
OBSERVEDOther / navigational
italki platform updates 2026 features professional teachers community tutors business SpanishGoogle ↗
OBSERVEDOther / navigational
Preply vs italki 2025 2026 pricing lesson packages subscription features tutor policiesGoogle ↗
OBSERVEDComparison

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
Preply platform updates 2026 features tutor lessons business Spanish learning Google ↗
italki platform updates 2026 features professional teachers community tutors business Spanish Google ↗
Preply vs italki 2025 2026 pricing lesson packages subscription features tutor policies Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Preply platform updates 2026 features tutor lessons business Spanish learning
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
italki platform updates 2026 features professional teachers community tutors business Spanish
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Preply vs italki 2025 2026 pricing lesson packages subscription features tutor policies
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1