We are excited to announce that Global Asset Care has successfully validated a groundbreaking proof of concept: using Generative AI to automatically generate detailed Asset Strategies in seconds, a process that traditionally takes skilled engineers’ days or weeks. This marks an exciting milestone—but it’s only the beginning of a much longer journey.

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For two decades, I’ve worked in Asset Performance Management (APM), and one challenge remains consistently at the top: user adoption. The journey to a successful, large-scale APM deployment is often hampered by the need for dedicated resources, deep in-house expertise, and the sheer time required to see a return.

Inspired by ambitious marketing, many organizations begin with high hopes for quick wins, only to abandon the process midway, disillusioned with the software. This often leads to a costly cycle of switching platforms or retry every few years, eventually leading to complete abandonment of the APM vision.

While adoption has many facets, I want to focus on a critical accelerator: drastically reducing deployment time and unlocking the promised “AI” capabilities to keep teams engaged and focused.

The Promise vs. The Reality

Leading APM vendors universally claim their solutions are powered by AI and come pre-loaded with industry-standard libraries (e.g., ISO 14224) to accelerate asset strategy development. The reality, however, is often less rosy. The gap between the promised out-of-the-box intelligence and the manual, labor-intensive content development remains significant.

A New Paradigm: The Conversational APM Assistant

I am exploring ways to bridge this gap and reduce the time-to-value. Let’s assume the foundational work is already complete:

• Business requirements are well-defined.
• The software is configured to our processes.
• Integration with ERP (SAP, Maximo) and OT systems is live.
• The APM platform is loaded with failure mode libraries and claims to be “AI-powered.”

With this foundation in place, what’s missing is a natural language interface—a ChatGPT or DeepSeek-like capability within the APM software itself. Imagine typing a simple, conversational prompt:

“Build an asset strategy for our business-critical Compressor XXXX. Use the available failure mode libraries, analyze 20 years of failure data from SAP and condition data from our OT systems and these are the operating context. Please provide me with a draft containing:”

• Asset Strategies: A list of recommended actions (PMs, operator rounds, condition-based tasks).
• Predictive Models: Identify the key sensors for monitoring and flag any data gaps.
• Asset Health Setup: A proposed health scoring framework based on the critical failure modes.
• Gap Analysis: Identification of overlaps and conflicts between strategy recommendations and predictive model actions.

This assistant would do the heavy lifting—querying databases, cross-referencing libraries with historical data, and generating a structured, review-ready draft. This shifts the engineer’s role from BUILDER to REVIEWER and refiner, accelerating deployment by orders of magnitude and finally delivering on the promise.

The Critical Question

Given this vision, my question to the market is: Can you recommend an APM software that has built and delivered this specific generative AI capability today?

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However, many organizations encounter significant challenges on their reliability improvement journey. Achieving reliability requires a cultural shift, time, and long-term commitment from everyone in the organization—not just the reliability department. Often, organizations begin with high expectations and aim for quick success. They may invest one or two years in the effort, only to deprioritize reliability when other objectives arise. Later, they experience issues such as revenue loss, customer dissatisfaction, safety incidents, equipment breakdowns, or even catastrophic failures. At that point, reliability improvements become a top priority once more, perpetuating a cycle of reactive strategies.

The primary reason organizations struggle to achieve the status of a High Reliability Organization (HRO) is a lack of understanding about what reliability truly entails. They often fail to develop and execute an effective reliability roadmap and to maintain focus on their reliability journey.

This presentation will cover:

• What is reliability?
• Three themes for the reliability roadmap:
  • Back to Basics
  • Continuous Improvement
  • Transformational
• The Reliability Roadmap: A Journey to World-Class Reliability (Plan on a Page – Page 6)
• Detailed roadmaps highlighting key pillars:
  • Back to Basics
  • Continuous Improvement
  • Transformational

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You might think considering implementing ‘Asset Performance Management (APM)’ for a mosque, or a church or a temple would not be wise. You are 100% correct. But Masjid Al- Haram is not an ordinary mosque. At any given moment, one to five million worshipers will be at this holiest place and its vicinity. This mosque is open to worshipers 24 hours in day, 7 days in week, 365 days in year. This great mosque is one of the most expensive infrastructure ever built on earth. Indeed, maintaining this great $120 Billion USD historic infrastructure & mosque in pristine conditions needs a ‘most technologically advanced’ and meticulously designed Maintenance and/ or Asset Performance Management (APM) program.

Let us start introducing “Masjid Al-Haram” to those who are not familiar with. Then, we will discuss (i) what is APM, (ii) why APM is so crucial for Masjid Al-Haram and (iii) finally we will share lessons learned from this case study.

“APM Software is just an enabler to overall APM solution. It is important to have a right APM software / technology, however in my humble opinion, its contribution on APM implementation & sustainment success would be about 20% to 25%. The overall success of APM implementation depends on other pillars in APM, including adoption e.g. simple & standardized business process, precise & quality data (content), right governance, change management, training/ coaching programs etc.

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Please note, Global Asset Care specialist are in the process to develop libraries for all possible asset class. Target completion date December 2023
• Asset Strategy Library for approximate 500 plus class
• Maintenance Procedure Library (approximate 1,000)
• Maintenance Check sheets (approximate 1,000)

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Asset Management experts at GAC has developed an “Assets Management Application” for residential and commercial / infrastructures users. GAC’s application is fully integrated and first of its kind in the world for residential and commercial users. Key attribute of the application is:

• Simple to use by any individual with little or no knowledge of asset management
• Can be accessible from anywhere
• Fully integrated
• Highly secured

Please see Applications Manual or Quick Reference Guide (QRG)

To Sign In to our Application

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Can’t find a purchasing receipt, eye or other medical prescriptions, maintenance / user manuals, model number/ serial number of your appliance when you need them? Ever paid penalties for missing automobile or business license renewal deadline? Went through a nightmare of furnace or water heater break-down in the middle of a freezing night because a scheduled maintenance was missed? Well, you’re not alone. These mishaps are very common and costs more agony, cost, and inconvenience.

Good news! Global Asset Care (GAC) has a solution for you. Global Asset Care (GAC) is a pioneer in residential and commercial Asset Management. GAC Launches Residential & Commercial Application . To our knowledge this is the first of this kind in the globe.

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