Real ChatGPT answer · index seed91VhJuhZQ9QcompleteEducation · language learningcomparison

Comparing iTalki and Lingoda for professional business language coaching, specifically regarding teacher availability and hidden booking fees

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing iTalki and Lingoda for professional business language coaching, specifically regarding teacher availability and hidden booking fees
3 real searches · 1 real-search pass
italki fees booking service fee teacher availability business language lessons pricing 2026Google ↗
OBSERVEDComparison
Lingoda pricing booking fees hidden fees cancellation policy teacher availability business English 2026Google ↗
OBSERVEDOther / navigational
italki business language coaching professional teachers availability calendar lesson packages payment feesGoogle ↗
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 / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / 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
italki fees booking service fee teacher availability business language lessons pricing 2026 Google ↗
Lingoda pricing booking fees hidden fees cancellation policy teacher availability business English 2026 Google ↗
italki business language coaching professional teachers availability calendar lesson packages payment fees Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
italki fees booking service fee teacher availability business language lessons pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Lingoda pricing booking fees hidden fees cancellation policy teacher availability business English 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
italki business language coaching professional teachers availability calendar lesson packages payment fees
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1