Alberta Machine Intelligence Institute

Predictive Maintenance: Improving Manufacturing Reliability with AI

Industry

Manufacturing

Prevent Costly Equipment Failures

Prevent equipment failures, reduce downtime, and optimize resource use. AI-driven predictive maintenance protects worker safety, boosts efficiency, and addresses skill gaps, creating a more efficient and competitive manufacturing environment.

The Problem

Many manufacturers struggle with outdated maintenance models, resulting in equipment failures that threaten worker safety and cause costly downtime. The average facility experiences 27 hours of unplanned downtime monthly, costing $25,000 per hour, with large facilities exceeding $500,000 per hour.

These challenges are compounded by a critical skills gap, with half of maintenance professionals expected to retire in the next decade, and 1.9 million manufacturing jobs projected to remain unfilled by 2033. Without effective solutions, manufacturers face escalating costs, operational disruptions, and declining competitiveness.

The AI Opportunity

AI-powered predictive maintenance allows manufacturers to estimate equipment maintenance and repair needs while identifying potential failures using real-time data. By addressing issues before they escalate, manufacturers can avoid costly disruptions, improve worker safety, streamline resource allocation, and enable data-driven decisions for more reliable production.

Why It Matters

Unplanned downtime disrupts production, threatens worker safety, and drains resources. Predictive maintenance provides manufacturers with proactive tools to address these challenges, minimizing disruptions, enhancing worker safety and satisfaction, and supporting more efficient and sustainable operations. Addressing these challenges is critical to ensuring manufacturers can remain competitive, productive, and ready for future demands.

Benefits & Impact

Safe, Empowered Workforce

Using AI tools to make informed decisions, workers transition from reactive roles fixing to strategic positions, reducing the burden of identifying issues and repairing equipment. Early detection also minimizes safety risks.

Reliable, Efficient Production

Early identification and resolution of potential issues minimize costly disruptions and increase maintenance staff productivity, driving smoother operations and better resource utilization.

Improved Sustainability

More accurate predictions can extend equipment life by preventing premature failures and optimizing maintenance schedules, minimizing resource waste and supporting environmental goals.

AI Methods & Models

  • Purpose: Forecast and prevent equipment failures.

  • Why: Reduces downtime and enhances safety.

  • Tools/Models: Time-series forecasting (e.g., ARIMA), neural networks (e.g., LSTMs), decision trees.

Build Your AI Solution with Amii

As one of Canada’s three national AI institutes, Amii brings decades of expertise, advancing AI innovation and delivering industry solutions to your team. Whether you’re just starting to explore the possibilities of AI or are ready to develop advanced AI models, Amii is here to help.

Training

A successful AI solution requires both technical know-how and a strong understanding of your business. Our training aligns technical and non-technical teams, creating a shared language and fostering the collaboration needed for successful AI implementation.

Strategy

We collaborate with your team to brainstorm, evaluate, and prioritize AI use cases aligned with your business goals, building your internal capacity along the way. Our experts then validate the top idea, positioning your team for a smooth transition into development.

Development

Our unique approach places a full-time Machine Learning Resident within your team, supervised by Amii experts, to help build a custom AI solution. After the project, you have the option to hire the resident, ensuring continuity to deployment and expanding your internal AI capacity for future AI innovation.

Ready to get started?

Connect with our Investments & Partnerships team to explore how Amii can help make AI work for your business.