AI-Native Equity Research
How responsible AI can improve evidence gathering, comparative analysis, and research workflow without replacing source verification or analyst judgment.
Research-Led Speaking & Moderation
Substantive conversations about AI, consumer industries, and company performance.
Dr. Cervantes Lee contributes to selected conferences, panels, executive roundtables, university programs, and leadership conversations through the Global Innovation Institute’s nonprofit research and education mission.
Contribution
Research, operating context, and informed questions.
Dr. Lee is an AI-native equity research analyst, author, industry journalist, researcher, professor, and nonprofit operator. His work connects company strategy, operating systems, technology adoption, management execution, capital allocation, and valuation across publicly listed and growth-stage consumer and physical-commerce companies.
The objective is not celebrity-style speaking. It is to improve the intellectual quality of the program, help senior leaders communicate clearly, and translate industry developments into practical operating, strategic, and financial implications.
Selected Topics
Keynotes, panels, and executive discussions.
Beyond Financial Multiples
What earnings quality, unit economics, operating systems, management execution, and capital allocation reveal about company quality and valuation.
AI-Enabled Physical Commerce
How restaurants, retail, grocery, hospitality, payments, logistics, data, and automation increasingly operate as connected consumer systems.
Restaurant Operating Systems
How replication, infrastructure readiness, decision power, and organizational learning shape restaurant growth across the United States and East Asia.
Capital Allocation and Growth
How public and growth-stage consumer companies can connect strategic priorities, reinvestment, governance, disclosure, and long-term value creation.
U.S.–East Asia Consumer Innovation
Comparative perspectives on consumer behavior, operating models, technology adoption, supply chains, and cross-border commercialization.
Panel Moderation
Prepared moderation for senior industry leaders.
A strong moderator should do more than move through prepared questions. Dr. Lee prepares through company research, speaker-background review, and industry analysis, then guides discussion toward clear insights on strategy, operations, technology, capital allocation, management execution, and financial outcomes.
Discussion formats
- Panel moderator
- Fireside chat
- Executive roundtable
- Investor or board briefing
- Leadership conversation
- Conference opening or closing synthesis
Areas of discussion
- Restaurant and foodservice
- Retail, grocery, and CPG
- Hospitality and physical commerce
- AI, robotics, and automation
- Supply chain, payments, and fintech
- Capital markets and growth-stage companies
Research Foundation
Original work available for organizers and participants.
Chapter 1
The Rise of China’s Restaurant Empire
Restaurants as consumer infrastructure and the operating layer of AI-native physical commerce.
Read Chapter 1 →Chapter 8
Restaurant Empire Evolution Framework™
Six layers of power from product and operations control to relationship and decision control.
Read Chapter 8 →Chapter 14
The Thousand-Store Gene
A diagnostic approach to restaurant scalability and the 10-to-100-store challenge in America.
Read Chapter 14 →For Organizers
Start with the audience, topic, and intended outcome.
For conference, panel, roundtable, university, or executive-program inquiries, please include the event name, date, location or format, audience, proposed topic, expected role, and organizer contact information.
Research Behind the Conversations