The only licensed pipeline to the Korean press.
3,000+ outlets. One contract.
The training and grounding data
your model can't scrape,
and your rivals can't buy anywhere else.
In production at
The largest copyright-cleared Korean media dataset
3,000+
Korean outlets under a single license
20+
Years of licensed archive, 700M+ fact-checked articles
200K+
New articles delivered every day
17
Structured metadata fields per article
THE PROBLEM
You can't scrape your way to Korean.
The data your model needs is off the web, off-limits, and scattered, and scraping it costs you more than it looks.
WALLED OFF
We can use it until I disconfirm it
Korea's best journalism lives inside Naver's walled garden, off the open web and blocked to AI crawlers.
COMPLIANCE
Scraping is risky
Scraped news carries copyright and regulatory exposure, and Korea's AI Basic Act now requires you to disclose your training-data sources. “We crawled it” no longer holds.
FRAGMENTED
3,000 separate contracts
Every outlet is its own negotiation. Licensing them yourself takes years you don't have.
REDUNDANT
Duplicate tokens
Breaking news repeats endlessly on the open web. Scraping burns training budget on the same wire story.
↓ 70%+ duplicate tokens with time-split delivery
THE MOAT
So we built the pipeline no one else has.
Years of publisher deals, consolidated into one contract. The whole Korean press, cleared for AI, from the source with a signed license behind every article. It cannot be reproduced in a hurry.
One contract
Copyright-cleared access to 3,000+ Korean outlets in days to weeks, not the years direct licensing would take. One counterparty to maintain, not 3,000.
A signed license per article
Every record traces to a named rights holder, with a full article-level audit trail: outlet, date, byline and source URL. No crawling, no gray zone.
Regulator-ready
Built for Korea's AI Basic Act source-disclosure duty and for US discovery on training-data provenance, so your counsel can sign off. Anti-crawling warranties and rights-holder letters on file.
No scraper upkeep
Crawling 3,000 sites means brittle crawlers, rotating proxies and Cloudflare blocks to maintain forever. One standardized feed replaces the whole apparatus, at zero crawler cost.
ENTERPRISE INGESTION
Three ways to consume it. One master contract.
Engineered for multi-terabyte pre-training or low-latency agentic RAG streaming.
CHANNEL 01
Bulk pre-training corpora
Multi-year verified historical archives in chunked Parquet or JSONL. Built for pre-training foundation models and high-context fine-tuning runs.
- 700M+ historical verified articles
- Time-split delivery to eliminate duplicate tokens
- Native S3 bucket sync or GCP Cloud Storage
Formats:JSONL, Parquet, CSV
CHANNEL 02
Real-time streaming API
Sub-second REST and webhook stream delivering 200,000+ daily articles to ground search models, voice assistants and enterprise agents.
- Sub-second ingestion latency from publication
- Powers SKT A. and Shinhan Securities RAG
- 99.95% enterprise SLA with redundant endpoints
Delivery:Webhook, REST, gRPC
CHANNEL 03
Domain-specific packages
Targeted vertical corpora scoped for specialized SLMs and domain reasoning agents.
- Finance: securities news + Korea DART filings
- Healthcare: clinical bio journals + MFDS/FDA updates
- Semiconductor: supply chain + patent whitepapers
Tailored:custom taxonomy and metadata
PRODUCTION DEPLOYMENTS
Validated by foundation model builders.
Click a deployment to see the real contract parameters: scope, term, and how each lab put licensed Korean data into production.
5M clean articles powering Galaxy AI summarization & search
Data scope: 6 major national outlets · 2018-2022 full archival ingestion (JSON)
Samsung licensed 5 million vetted news articles to power the native Korean intelligence in Galaxy AI across flagship mobile lines (Galaxy S and Z). Models pre-trained on this corpus are deployed on-device and in cloud nodes worldwide.
Lineage assurance
Separate usage-consent letters obtained directly from each participating media company for Samsung, granting perpetual derivative rights for all downstream model weights.
DATA MAKES FUTURE
Own the Korean press, in one contract.
Inspect a real, licensed production record with full provenance, then send us the domain and date range you want to test.
No license, no commitment. Just your numbers.