TECHNOLOGY

Technology & Data

Our core asset is Korean language education data normalized for direct use by AI. Follow the process of building this data.

THE PROBLEM

We initially used GPT-4o to create lesson plans

The generated lesson content often did not match learners’ proficiency levels. We measured level classification accuracy using an evaluation dataset built against the National Institute of Korean Language’s standard curriculum.

Level 1
0.00%
Level 2
0.00%vs Level 1 ▼ 96.6%
Level 3
0.00%
Level 4
0.00%

Model evaluated: GPT-4o · Level classification accuracy on evaluation data built against the National Institute of Korean Language’s standard curriculum · Measured in-house

Existing data lacked sufficient level information structured for use by AI. We therefore decided to build the data we needed ourselves.

SOURCE

Research papers, Korean textbooks, and standard curricula.
This is where we began

Researchers specializing in Korean language education organized the data by domain

STEP 1 · VOCABULARY

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Vocabulary

All levels, 1–6 · 26,574 vocabulary instances · 26,574 semantic category mappings

STEP 2 · GRAMMAR

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Grammar

660 grammar items + 24,418 inflected forms · Automatically validated using patented technology

STEP 3 · TOPIC

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Topics

2,766 unit mappings · 341 level-sequence entries

STEP 4 · FUNCTION

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Functions

Communicative function categories · 5,875 unit mappings · 205 level-sequence entries

STEP 5 · CROSS MAPPING

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Cross-mapping

Vocabulary × grammar · Vocabulary × functions · Vocabulary × topics · Functions × grammar, and more. Individual lists connect to form a single graph

TOTAL

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Normalized Korean language education data

INTELLECTUAL PROPERTY

Intellectual property

Registered

Method for Assessing Pronunciation Accuracy Based on Korean Phoneme Similarity

No. 10-2966195
Registered on 2026.05.13

Registered

Method and System for Automatic Validation of Korean Grammar Data

No. 10-2999681
Registered on 2026.07.30

MCP SERVER

Delivering integrated data to each service

Connecting vocabulary, grammar, curricula, and other domains enables us to provide Korean language education data suited to learners’ levels and goals. The integrated data is delivered to each service through an MCP server and used to generate content for learners of Korean as a second language.

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