AI-Enabled Predictive Maintenance
AI-Enabled Predictive Maintenance
AI Strategy
AI Insights
AI Automation
AI Assistant
Renoir’s Global Footprint
30+
Years
50+
Countries
1000+
Projects
Completed
We help you shift from reactive to predictive maintenance. By applying machine learning to real-time sensor data and historical records, our solutions predict equipment failures before they happen, allowing you to optimize maintenance schedules, reduce downtime, and cut costs.
Key Client Challenges
- Costly, unplanned downtime disrupting production
- High costs from emergency repairs and spare parts
- Inefficient preventative maintenance schedules
- Lack of insight into the true health of critical equipment
How Renoir Helps
- Integrate data from IoT sensors, MES, CMMS, and maintenance logs
- Develop custom machine learning models to predict specific failure modes
- Create intuitive dashboards and alerting systems for maintenance teams
- Drive adoption of new predictive workflows within operations
Our Recent Results
Predictive Maintenance for a Mining Haul Truck Fleet
A major mining company suffered from frequent, expensive haul truck breakdowns. We deployed IoT sensors on critical components and used an AI platform to analyse the data. The model predicts the probability of component failures weeks in advance, generating prioritized work orders for the maintenance team.
Our Solution
We implemented a RAG-powered assistant that indexes the firm’s entire knowledge repository, including project archives, CRM, and expert databases. Consultants can now ask complex questions in natural language, such as “Find case studies on supply chain optimization for CPG clients in Southeast Asia with a project value over $2M” and receive a synthesized summary with direct links to the source documents.
Impact Delivered
- Reduced unplanned truck downtime by 55%.
- Decreased overall maintenance costs by 22%.
- Increased the average lifespan of critical components by 15%.
Why Renoir
Outcome-Focused and Platform-Flexible
We focus on delivering results, not selling tools, selecting the right mix of technologies for each client’s needs. This ensures that every AI solution is practical, scalable, and seamlessly integrated into existing operations.
Proven AI Transformation Delivery
We bring over 30 years of global consulting experience with a strong track record of turning strategy into measurable results. Our AI initiatives are designed to deliver sustainable impact long after implementation.
Human-Centric, Change-Led Approach
Our proprietary methodology aligns AI adoption with cultural and behavioral change at every level of the organisation. By working alongside your teams, we ensure AI becomes embedded and truly transformative.
