Project Context

A Lyon-based company specializing in energy performance management through cooling sought to strengthen its competitive advantage.

Its dual objective was to:

• Reduce maintenance costs caused by unexpected machine failures
• Optimize energy consumption in its buildings while aiming for ISO certification to access subsidies

Objectives

The main goal was to develop a Machine Learning-based solution to:

• Anticipate and prevent critical equipment failures
• Reduce operational costs and extend equipment lifespan
• Optimize building energy consumption (based on occupancy, weather, and manual settings)

Mission Duration

A multi-month engagement including solution design, algorithm development, and knowledge transfer to internal teams.

Implementation

Agaetis implemented a Data & AI approach focused on business value:

• Diagnosis and scoping: Clarification of opportunities through the use of existing industrial data
• Predictive algorithm development: Design of advanced models to anticipate failures and detect anomalies
• Energy optimization: Creation of tools leveraging occupancy, weather, and manual control data to reduce energy consumption
• Knowledge transfer: Training and support for internal teams to ensure ownership and sustainability of AI models

Results Achieved

• Reduced unexpected failures: 20% decrease in critical incidents
• Energy optimization: Significant reduction in energy costs through smarter resource management
• Extended equipment lifespan: Improved preventive maintenance and machine responsiveness
• Increased Data/AI maturity: Predictive algorithms integrated into operational processes

Key Success Factors

• Agaetis’ expertise in Machine Learning applied to industry
• Combination of data science with the client’s business knowledge
• Implementation of training and skill transfer programs
• Pragmatic and results-oriented approach

And You?

Are you wondering about:

• Using Machine Learning to reduce maintenance costs?
• Optimizing your energy consumption?
• Implementing anomaly detection solutions tailored to your industrial environment?

👉 Contact our experts to turn your data into levers for industrial and energy performance.