Jae W. Lee

Jae W. Lee

AI architect | Python book author | Startup advisor and operator | ex-Samsung

I specialize in

Building with AI
Founder Advice
Idea to Launch
AI strategy
AI Engineering
Product-market fit
MVP

Practical AI strategy from readiness assessment to operating roadmap.

Background & Highlights

AI consultant for enterprise and public sector projects, covering AI agents, RAG, model routing, evaluation, architecture, and AI infrastructure.

AI consultant

2026 – Present

Served as Entrepreneur in Residence in Riyadh, where he co-founded FMInsight, an AI agent platform for facility management in the GCC.

Antler

2025 – 2025

Antler

Led 70+ engineers across 8 countries for logistics platforms processing about 800M API calls monthly, spanning integrations, forecasting, and routing.

Quincus

2021 – 2022

Quincus

Co-founded and led a student platform, raised $3M seed funding, expanded to 33 U.S. universities, and later added RAG and GenAI career guidance.

Kempus

2022 – 2024

Led telemedicine engineering across video consults, Salesforce workflows, healthcare chatbots, wearable IoT, and regulated healthcare delivery.

RingMD

2017 – 2018

RingMD

Led GenAI commercialization, supported a 30 account AI pipeline, and designed 25+ AI agent and persona templates for enterprise and public sector use cases.

MBLM DXB

2024 – 2025

MBLM DXB

Mentors early stage founders on product strategy, technical architecture, MVP scope, go to market, fundraising readiness, and execution.

Founder Institute

2019 – Present

Founder Institute

About me

Jae is a technology founder, AI architect, product engineering leader, and startup mentor with more than 20 years of experience building software products, platforms, and engineering teams across Asia, the Middle East, and the United States. His work today focuses on applied AI, AI agents, and AI systems. He advises and builds across LLMs, RAG, Model Context Protocol, agent orchestration, evaluation, enterprise integrations, and local and cloud AI infrastructure. He remains hands on from early prototypes and API design through full stack development, security, deployment, and production planning. Jae currently works as an independent AI consultant, helping founders, executives, and operators shape practical AI solutions for enterprise and public sector use cases. He also served as an Entrepreneur in Residence at Antler in Riyadh, where he co-founded FMInsight, an AI agent platform for facility management in the GCC. His advisory work is grounded in delivery experience. Jae has led more than 70 engineers across 8 countries, worked on platforms handling about 800 million API calls per month, raised $3 million in seed funding as a founder, led engineering in regulated telemedicine, and built AI agent, RAG, MCP, memory, browser automation, and AI SaaS systems. He has also mentored founders through Founder Institute, Wavesparks, Tech Ranch, ACE.SG, Hubble, and other startup programs. His mentoring covers product strategy, technical architecture, MVP scope, go to market, fundraising readiness, and early stage execution. Jae works with people who want to use AI as part of how the business actually works, not as a layer added for show. His approach starts with AI readiness: business goals, workflows, data, systems, people, governance, and the decisions AI should support or carry out. Book a session if you need help turning AI ambition into a practical operating plan. Sessions can cover AI readiness, use case priorities, product and architecture choices, workflow design, governance, and clear next steps you can act on.

You'll get advice on

  • AI readiness diagnosis
  • Strategy matched to your company reality
  • Workflow, role, and decision redesign
  • Data, memory, and governance architecture
  • Practical report and next-step roadmap

Real feedback from real sessions

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