About the Advisor

Tri Truong

Data & AI Advisor • Virtual CDO

I help business and technology leaders turn Data & AI complexity into clear, actionable decisions. My core premise is simple: technology is never the starting point.

Core Advisory Philosophy

Strategic Recommendations Grounded in Real-World Implementation

Consulting firms frequently produce 200-page slide decks full of abstract frameworks that sit on shelves. Conversely, technical vendors push proprietary tools that lock enterprises into escalating annual subscriptions.

My advisory model bridges this gap. Because I have engineered data platforms, managed governance councils, and built production AI systems from the ground up, every recommendation comes with realistic cost trade-offs, organizational dependencies, and timeline estimates.

Experience & Domain Depth

The Evolution of an Advisory Practice

01 • Business & Strategy

Grounding in Business Fundamentals

Understanding how enterprises generate revenue, manage EBITDA margins, and defend market positioning. Technology only creates value when tied to a specific business decision.

02 • Enterprise Data Foundations

Battle-Testing Large-Scale Architectures

Years of hands-on architectural leadership across enterprise data warehouses, cloud modernizations, Lakehouses (Iceberg/Delta), and high-throughput real-time pipelines.

03 • Governance & Operating Models

Solving the Organizational Bottleneck

Recognizing that 80% of data failures are human and governance problems. Designing data stewardship councils, automated data contracts, and regulatory trust frameworks.

04 • Analytics & Data Products

Shift to Product-Led Value Delivery

Transforming passive reporting teams into internal Data Product squads with customer personas, defined SLAs, and monetizable analytical assets.

05 • Applied AI & Autonomous Agents

Scaling GenAI with Production Guardrails

Guiding enterprises safely beyond proof-of-concept chatbots into private RAG architectures, autonomous agent workflows, and auditable LLMOps.

06 • Executive Advisory & Virtual CDO

Independent Executive Sparring

Serving as a fractional Chief Data Officer and trusted strategic sparring partner to Board members, CEOs, and CIOs facing high-stakes technology investments.

Six Guiding Principles of the Practice

Business before Technology: Never buy software until the business question is defined.

Decision before Platform: Understand what executive choice this system informs.

Architecture before Tool Selection: Modular architecture prevents vendor lock-in.

Governance before AI Scale: You cannot scale AI on untrusted data foundations.

Value before Complexity: A simple model delivering $1M ROI beats a fragile LLM agent.

Vendor Independence: Zero commissions. Pure fiduciary loyalty to your balance sheet.

Discuss Your Enterprise Challenge

Schedule a confidential sparring session to review your current roadmap and architecture options.

Book Discussion With Tri Truong