Espekay
Media & Technology LLC
Career Highlights

Turning technology strategy into measurable outcomes.

I lead digital transformation across manufacturing by connecting industrial data, AI, and cloud platforms with practical adoption and sustainable governance — so teams move from pilots to real results.

At a glance

Focus
Digital manufacturing • Industrial AI • Cloud strategy • Adoption
Enterprise roadmaps, scalable platforms, and practical change that sticks.
Experience
25+ years
Manufacturing engineering and digital technology leadership.
Cyber risk reduction
71% → <10%
Server OS modernization program delivered within two years.
AI-assisted development
+55%
Developer productivity improvement with an enterprise-ready framework.
Reliability at scale
50+ assets
Scaled predictive maintenance across a furnace fleet.

My approach: practical strategy + human-centered adoption.

I prioritize outcomes over hype — aligning technology decisions to business value, designing for supportability, and helping teams build confidence through clear guardrails and measurable progress.

Capabilities

Enterprise Digital Strategy

Translate priorities into roadmaps, governance, and execution models that scale.

  • Strategy sessions → actionable roadmap
  • Value-first prioritization and funding logic
  • Operating model designed for adoption

Industrial AI & Data Foundations

Build trusted data and context so AI becomes operational, not experimental.

  • AI knowledge assistants (EHS + engineering standards)
  • Predictive maintenance and reliability analytics
  • OT/IT integration for actionable insight

Cloud Modernization

Modernize platforms with balance across performance, security, and cost discipline.

  • Azure scaling + right-sizing strategies
  • Legacy migration to reduce technical debt
  • Enterprise-ready architecture patterns

Cybersecurity & Technical Debt

Reduce risk fast, then make improvements sustainable through lifecycle discipline.

  • OS modernization programs
  • Lifecycle governance and compliance
  • Risk reduction with financial rigor

Digital Product Leadership

Lead platforms from concept to adoption with outcomes measured in time, risk, and value.

  • Procedure digitization: 4 hrs → <30 mins
  • Global solution catalogs for reuse
  • Innovation pathways toward licensing

Responsible AI & Change

Design for trust: clear guardrails, staged rollouts, and capability building.

  • Responsible AI principles in delivery
  • Wave-based adoption to build momentum
  • Cross-functional enablement

Selected proof points

Cybersecurity modernization

Reduced enterprise server risk exposure from 71% to under 10% through a multi-year OS upgrade program.

  • Balanced risk reduction with financial discipline
  • Included targeted cloud migrations to reduce extended support reliance
  • Established sustainable lifecycle compliance processes

AI-assisted development at scale

Delivered a structured evaluation and rollout-ready framework that improved productivity by 55%.

  • Cross-functional pilot design and governance
  • Scalable approach to sustainability and adoption
  • Responsible AI and change leadership principles

Reliability analytics

Accelerated predictive maintenance delivery and scaled across 50+ furnaces using a trusted data foundation.

  • Delivered usable data in days, model results in weeks
  • Designed for repeatable deployment across assets
  • Reduced unplanned downtime risk

Digital procedures adoption

Reduced procedure conversion effort from 4 hours to under 30 minutes, enabling global adoption.

  • Removed the biggest adoption barrier: conversion time
  • Technology-enabled best practices for reuse
  • Innovation contributed to patent activity and licensing discussions

How I work

I bring a mix of strategy, architecture, and delivery leadership — prioritizing business outcomes, global execution, and adoption that’s sustainable. My focus is always: reduce risk, unlock value, and make it stick.

Value-first prioritization Global team execution Data-driven decisions Responsible AI Adoption + change

Contact

Let’s connect

Share what you’re trying to build — we’ll respond with a simple next step.

  • Email: hello@espekay.com
  • LinkedIn: linkedin.com/in/shanpinkoh
  • YouTube: https://youtube.com/@espekay