ReCLAIM AI-Powered Decision-Making Platform for Circular Lifecycle Extension of Machine Tools and Components within the Manufacturing Industry

Italy
Lombardy / Veneto

E-DEAS; SCORTA; Treccani Engineering; Speedhub

238.125,00€

Challenge

Manufacturers often lack reliable information about the remaining useful life of machine tools and components. This can lead to premature replacement, unnecessary costs and the loss of valuable materials that could still be reused or remanufactured.

Solution

ReCLAIM combines artificial intelligence, physics-based modelling and lifecycle data to predict the Remaining Exploitable Life of machines and components. Through the AIRSTRAT platform, technical condition, economic factors and environmental impact are brought together to support better end-of-life decisions. The system can recommend circular R-strategies such as reuse, repair, remanufacturing or recycling, depending on the condition of each asset.

The approach is designed for machine-tool manufacturers and industrial users, with commercial models including pay-per-analysis services, intervention support and integrated lifecycle services.

Impact

ReCLAIM reports 93% prediction accuracy and operational-life extensions of between 113% and 187% in tested cases. By helping manufacturers make more informed decisions before replacing equipment, ReCLAIM supports longer asset lifetimes, greater reuse and remanufacturing, and lower material consumption across industrial value chains.

Prediction accuracy reported: 93%
Operational-life extension reported: 113–187%
Total cost of reuse vs. reference case: 58%