Stephen Liu
Technical program leader across data, AI, and operations

I help teams turn complex problems into measurable outcomes.

I lead cross functional programs that connect strategy, technology, and execution, helping teams simplify complex issues, align around shared outcomes, and deliver at scale.

Data pipeline Q&ARAG

What’s the status of the Q4 data migration?

The Q4 migration is 82% complete. 3 of 4 source systems are live. The remaining ERP integration is on track for Nov 15.

Migration trackerERP spec v2

Who owns the ERP integration?

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Enterprise AI, shipped.

Trusted across
a decade of work
  • Alaska Airlines
  • NORDSTROM
  • GE Healthcare
  • GE Digital
  • GE Power
  • GE Vernova
  • SchoolIntel
  • Raining Virtue
  • WUNIVERSITY OFWASHINGTON
  • PUNIVERSITY OFPITTSBURGH
  • Alaska Airlines
  • NORDSTROM
  • GE Healthcare
  • GE Digital
  • GE Power
  • GE Vernova
  • SchoolIntel
  • Raining Virtue
  • WUNIVERSITY OFWASHINGTON
  • PUNIVERSITY OFPITTSBURGH
Outcomes, not artifacts

A decade of moving real numbers — across data, AI, and operations.

$3M
in operational savings
automated seat-assignment strategy
0%
faster deployment velocity
intake to CI/CD redesign
0%
anomalies caught pre-prod
data-quality product launch
0K+
monthly active users
SchoolIntel platform
0%+
extraction accuracy
9-agent AI pipeline
Selected work

Three flagship systems that prove the pattern.

See all work →
Operating style

The connective tissue between ambiguity, strategy, and execution.

I turn unclear problems into operating clarity — shaping the plan, the owners, the decisions, and the rhythm that helps teams move.

  • 01

    Ambiguity into operating clarity

    I sit with messy problems long enough to find their real shape. Then I turn that clarity into the plan, owners, decisions, and path forward.

  • 02

    Strategy that becomes executable

    I translate executive intent into roadmaps, milestones, delivery mechanisms, and operating rhythms. Strategy only matters when teams know what to do next.

  • 03

    Alignment across the hard seams

    Complex programs usually break between teams, not inside them. I create shared context across product, engineering, analytics, operations, and executives.

  • 04

    Process and automation as leverage

    Repeated work, manual checks, and hidden dependencies are signals that a better process, automation layer, or operating mechanism is needed.

  • 05

    Technical depth with business judgment

    I go deep on data, AI, architecture, and delivery tradeoffs while staying anchored to business value.

  • 06

    Trust built into the system

    Quality, observability, and accountability should be designed early. For AI, that means evals, guardrails, and human judgment where needed.

Let's talk

Have a workflow, product, or process that needs to work better?

I take on a small number of consulting engagements each quarter. Tell me what you're trying to solve.