Operations · Operational Excellence · AI-Enabled Management Systems

Bryan G. McMurray

I help operating companies turn management systems into AI-ready competitive advantage — built on 25 years leading operations, maintenance, and operational excellence across manufacturing and energy infrastructure.

Scroll
What sets me apart
01
About

A career built at the intersection of operations, technology, and management systems.

Over the past 25+ years, I have built a career at the intersection of operations, technology, and enterprise management systems across manufacturing and energy infrastructure.

Unlike many leaders who develop within a single discipline, I have led production operations, maintenance organizations, environmental programs, safety organizations, and technology initiatives — a breadth that shaped a clear point of view: performance comes from the operating organization owning how work gets done.

Today, I lead environmental, safety, and health for a major midstream energy business, supporting pipeline, fractionation, terminal, marine, and transportation operations.

I am particularly passionate about the next evolution of operational excellence: integrating AI, automation, analytics, and management systems to create continuous improvement capabilities that scale across complex organizations.

Away from the plants, my family keeps a garden and a flock of chickens at mcmurray.us, which is exactly as serious as it sounds.

Bryan McMurray on the production floor at Gerdau Ameristeel in Charlotte, standing with then-mayor Anthony Foxx
Gerdau Ameristeel, Charlotte. With then-mayor Anthony Foxx, later United States Secretary of Transportation.
0Years in Operations
0Operational Throughput
0Recordable Injury Rate
0Production Capacity · 18 Months
02
White Paper

The management system is the substrate your agents will run on.

AI: A Case for Safety & Operational Excellence

Seizing the Agentic-AI Advantage Before the Gap Widens: The Operationally-Owned Management System as Strategic Lever

Agentic AI is emerging as a powerful multiplier on operational performance — but the multiplier only works where operations are already run as a disciplined, documented system. This paper argues that the factor most determining which side of the widening competitive gap an organization lands on is whether it has a strong, documented, operationally-owned management system for the agents to run on, and provides a practical roadmap for implementation, education, and governance.

Read It Online Download the PDF
Agentic AI · Operationally-Owned Management Systems · Operational Excellence · API RP 1173 · OSHA PSM · ISO 9001 · Continuous Improvement
03
The Arcade

Backlog Breaker.

Twenty-five years in operations taught me that the work never stops arriving. Here it comes in brick form: emails, work orders, audit findings. Red tape does not break, so you will have to work around it, which is also true at the office. Hit a good idea and your ball splits in two, because ideas multiply. An AI designs every level and sends commentary from the front office. You get three coffees per shift.

Shift Console Standby
Level1 Cleared0 Best0 Coffee3
Front Office
Backlog Breaker
Steer with your mouse or finger. Click or tap to launch. Clear the backlog: light stuff breaks in one hit, audit findings take three, and red tape never breaks at all. Three coffees per shift.
Levels designed and commentated live by Grok (xAI). No login, no tracking — your best shift stays in your browser.
04
Resume

From steel production floors to Fortune 500 energy operations.

25+ years leading operations, maintenance, environmental, safety, and technology organizations across manufacturing and energy.

Download Resume (PDF)
05
Writing

Recent writing.

Your Management System Is Your AI Strategy
Read it here · August 2026 · also on LinkedIn and X
AI: A Case for Safety & Operational Excellence
White paper · June 2026 · read online or download the PDF
06
Connect

Let’s talk operations.

I enjoy connecting with leaders across energy, manufacturing, technology, and operations to exchange ideas on improving organizational performance, reliability, and long-term business value. I am based in College Station, Texas. Feel free to reach out.