AI OPERATING SYSTEM

DONGYOUNG KIM Ph.D.

HEAD OF AI INNOVATION

ENTERPRISE AI EXECUTIVE

GenAI · Agentic AI · Voice AI · MLOps · AI Governance

Turning high-value workflows into secure, production-grade AI

I connect strategy, operating models, platforms, governance, and delivery to create trusted business impact in regulated financial services.

Open to executive opportunities and strategic conversations.

Dongyoung Kim, Ph.D.
  1. 01 STRATEGY Strategy & portfolio
  2. 02 PLATFORM Platform & MLOps
  3. 03 GOVERNANCE Governance & risk
  4. 04 PRODUCTION Production operations

EXECUTIVE OPERATING MODEL

Enterprise AI operating model

An integrated system connecting strategy to production.

  1. 01 DISCOVER Find value
  2. 02 DESIGN Shape the system
  3. 03 DELIVER Build and launch
  4. 04 DRIVE Realize value
01

STRATEGY

Strategy & portfolio

Prioritize business impact and design the AI investment portfolio.

02

PLATFORM

Platform & MLOps

Standardize data, models, and tools while automating production operations.

03

GOVERNANCE

Governance & risk

Embed security, privacy, compliance, and customer protection.

04

PRODUCTION

Production operations

Operate, monitor, assure quality, and continuously improve.

MEASURE & LEARN · CONTINUOUS IMPROVEMENT

PROVEN IMPACT

Enterprise AI outcomes proven in regulated finance

01 AI-TMR

Innovative Financial Service designation

An industry-first Korean model where AI introduces insurance products and recommends enrollment.

02 2024

Korea AI Awards

Grand Prize and Minister of Trade, Industry and Energy Award.

03 30+

Services on one AI-OCR platform

Team scaled to 16 · one paper · three patent applications.

SELECTED WORK

Proven enterprise AI innovation

01

AI-TMR

GenAI and Voice AI insurance sales platform

Built an industry-first Korean model where AI introduces products and recommends enrollment.
Challenge

Enable AI to serve customers while meeting financial regulation and consumer-protection requirements.

Leadership

Owned strategy, customer journey, technology, security, risk, compliance, and cross-functional delivery.

System

GenAI, Voice AI, real-time monitoring, platform integration, and data protection controls.

Impact

Built an industry-first Korean model where AI introduces products and recommends enrollment.

Evidence

Designated an Innovative Financial Service by Korea's Financial Services Commission on February 13, 2026.

02

KB-GPT

Enterprise GenAI platform for financial services

Created a governed foundation for employees and business teams to evaluate and apply GenAI.
Challenge

Capture GenAI productivity while managing model risk in banking workflows.

Leadership

Led finance-domain LLM, shared platform, usage policy, and enterprise adoption.

System

SFT/RLHF model, reusable prompt capabilities, and GPT Compliance Monitor.

Impact

Created a governed foundation for employees and business teams to evaluate and apply GenAI.

Evidence

Related GenAI initiatives received the 2024 Korea AI Awards ministerial award.

03

KB AI-OCR

Enterprise Document AI platform

Operated more than 30 production services on a single reusable enterprise platform.
Challenge

Process diverse financial documents through a reusable shared platform.

Leadership

Scaled and led a team of up to 16 across AI-OCR strategy, models, platform, and enterprise adoption.

System

Hybrid GPU infrastructure on Kubernetes and AWS EKS with MLflow and Kubeflow MLOps.

Impact

Operated more than 30 production services on a single reusable enterprise platform.

Evidence

Best Paper Award, IT Service Innovation Award, one paper, and three patent applications.

LEADERSHIP JOURNEY

From research to enterprise AI leadership

01

2025–Present

ChubbLINA One

Head of AI Innovation / Director

Chubb / LINA One

Serve as Chubb's Head of AI Innovation and a Director at LINA One, leading AI strategy and commercialization across GenAI, agents, Voice AI, infrastructure, security, and governance.

02

2021–2025

KB Financial Group

Principal General Manager

KB Kookmin Bank

Built enterprise AI platforms and banking services including KB-GPT, KB-CODER, KanBas, AI translation, and AI-OCR.

03

2021

Hyundai Motor Company

Senior Data Scientist

Hyundai Motor Company

Built a real-time mobility data platform using Kafka, Spark, and Delta Lake.

04

2020–2021

Samsung

AI Professional

Samsung Life Insurance

Developed and productionized Document AI, financial knowledge graph, and enterprise MLOps capabilities.

05

2010–2020

Institute for Basic ScienceTexas A&M UniversityUT Southwestern Medical Center

Research Fellow & Research Assistant

IBS · Texas A&M · UT Southwestern

Advanced AI microscopy, medical imaging, and single-molecule research resulting in publications and registered patents.

Texas A&M University

Ph.D., Biomedical/Medical Engineering · 2012–2016

The University of Texas at Dallas

B.S., Electrical and Electronics Engineering · 2010–2012

TECHNICAL FOUNDATION

Designing strategy and technology as one system

  1. 01 Enterprise AI Strategy
  2. 02 Generative AI & Agentic AI
  3. 03 Voice AI
  4. 04 GPU Infrastructure & MLOps
  5. 05 AI Governance
  6. 06 Document AI & Vision-Language Models
  7. 07 Financial Services & Insurance Transformation

RECOGNITION

Selected awards and research

Korea AI Awards Grand Prize and Ministerial Award

GenAI innovation including KB-CODER, KanBas, and real-time AI translation.

Korea IT Service Innovation Award

KB AI-OCR enterprise Document AI platform.

Best Paper Award

Deep-learning OCR document processing platform for financial services.

ICDAR SROIE world #1

First place in both text localization and text recognition.

Scientific Reports

AI-powered transmitted light microscopy for functional analysis of live cells.

PUBLICATIONS & PATENTS

Research translated into platforms and products

Selected work from 19 publications and 14 patents and applications spanning financial Document AI, machine-learning microscopy, diagnostics, and computational imaging.

19Publications

14Patents & applications

Selected publications

Deep Learning OCR based document processing platform and its application in financial domain

Journal of Intelligence and Information Systems

TLGAN: document Text Localization using Generative Adversarial Nets

arXiv

Cramer-Rao Lower Bound for Point Based Image Registration with Heteroscedastic Error Model

IEEE Transactions on Medical Imaging

Selected patents

Financial-domain generative AI security solutions

KR application

Financial-specific generative AI long- and short-term memory solutions

KR application

Generative AI real-time information solutions

KR application

Financial domain-specific image data augmentation through deep-learning image conversion

KR application

Artificial intelligence financial document information extraction system

KR application

Automated customer due diligence using deep-learning OCR

KR 10-2023-0000066

Method for managing training data for optical character recognition

KR 1024861050000

AI-based optical image data quality enhancement

KR 1024182080000

AI-based interpretation of unstructured data

KR 1024576500000

Cell image analysis using an artificial neural network

KR 1020846830000

Advanced multi-dimensional microscopy system for single particle and structure imaging

US patent

CONTACT

Executive opportunities and strategic conversations.

Open to conversations about enterprise AI strategy, financial-services transformation, and executive leadership.