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Korea’s big four banks have no plan for GPU-backed loans while the US and Japan finance AI infrastructure at national scale — and the regulator just closed a two-year enforcement cycle with a 370 billion won ELS penalty.

Mirae Asset Securities issued approximately 10 billion won in GPU-backed loans, the only documented domestic case, while the country’s big four banks cite absent valuation guidelines for inaction. Without a standardized GPU depreciation model, domestic lenders cannot price the collateral risk — Mirae Asset’s own data shows GPU units lose 85 percent of value over 12 months. At the same time, the Financial Supervisory Service finalized a 370 billion won penalty against KB Kookmin, Shinhan, Hana, and NH NongHyup, closing the ELS mis-selling enforcement cycle that began in late 2023. A formal GPU valuation standard from the Financial Services Commission remains the single regulatory action that would unlock bank-backed AI lending in Korea.

Sources:

Korean Banks Without GPU Loan Framework as US and Japan Scale AI Infrastructure Lending — Seoul Economic Daily, November 5, 2026
ELS Final Penalty Fixed at 370 Billion Won for Major Korean Banks — Seoul Economic Daily, November 5, 2026

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AI PRISM is Seoul Economic Daily’s WAN-IFRA award-winning newsroom AI series, delivering Korean economic news adapted for global audiences. Episodes are produced with AI assistance and reviewed by a human editor.

Tags:
#KoreaBanking #GPULoans #AIFinancing #KoreaFintech #ELSPenalty #KoreaFSS #FinancialRegulation #KOSPI #AIPRISM #SeoulEconomicDaily #WANIFRA

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00:02It's Thursday, November 5th. Let's break down what's happening in Korea's financial sector.
00:08Korea's major banks have no GPU loan framework, while the US and Japan fund AI infrastructure at
00:15national scale. Mita Asset Securities issued 10 billion won in GPU-backed loans, the only
00:22documented domestic case. The banking sector's absence leaves Korean AI companies at a structural
00:28funding disadvantage. Banks in the US and Japan have established GPU loan products using graphics
00:34processing unit market value as collateral. Korea's domestic banks have yet to build a GPU valuation
00:41standard, leaving AI-focused companies without a comparable financing option. The country's big
00:47four banks have submitted no GPU loan plans, and no domestic pricing standard for GPU collateral
00:53currently exists. Here's what the numbers show. Mita Asset Securities issued approximately
00:5910 billion won, roughly 7.5 million US dollars, in GPU-backed loans, the sole documented case
01:07among Korean financial institutions. Korea's big four banks, KB Cookman, Shinhan, Hana, and
01:15NH Nonghyup have cited an absence of valuation guidelines as the reason for no GPU loan plans.
01:21Without a standard depreciation model, lenders cannot price GPU collateral risk. Mita Asset's
01:28internal data shows GPU units lose 85% of value over 12 months. Separately, the Financial Supervisory
01:36Service finalized a 370 billion won penalty, approximately 276 million US dollars, against KB Cookman,
01:45Shinhan, HANA, and NH Nonghyup over the ELS mis-selling scandal. The ruling closes a two-year
01:52enforcement cycle and sets a precedent for structured product mis-selling regulation in Korea.
01:57So what does this mean for banking analysts and financial professionals in Korea? Earlier we said Korea's
02:03big four banks have no GPU loan framework. Here's what that actually means for you. Without bank-backed GPU
02:10financing, Korean AI companies face higher capital costs than US and Japanese competitors, who can
02:16leverage GPU assets as collateral. The ELS settlement signals enforcement closure, but mis-selling risk in
02:24complex products remains a structural question the regulator has not yet resolved. Watch for a formal
02:30GPU valuation standard from the Financial Services Commission. That single action would unlock bank-backed
02:37AI lending. Watch whether civil ELS recovery suits follow the final penalty distribution. Watch Meta
02:44Assets' GPU model for signs other securities firms will enter the market ahead of any formal bank
02:49framework. That's today's AI Prism Finance Daily. This episode was produced with AI Assistants based on
02:56Seoul Economic Daily reporting and reviewed by a human editor. AI Prism is a Juan Yufra award-winning series.
03:03We'll be back tomorrow.

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