Key Achievements
& Market‑Ready Solutions
Circular TwAIn has developed toolkits, methodologies, and market-ready solutions that empower industries to transition toward a more circular and sustainable future.
Scientific
New knowledge and methodologies generated in Circular TwAIn
KER 1
Plug-and-Play Framework for Digital Twins and Product Passports
A modular framework for integrating digital twins and digital product passports into factory environments.
KER 2
Responsible AI Toolkit
A novel toolkit combining ethical assessment, skills evaluation and circularity checks for responsible AI development.
Technological
Enabling platforms and tools for developers and solution providers.
KER 3
Circular Intelligence Platform
A platform for building digital twins of products, processes, and people with circular intelligence.
KER 4
Data Space Platform
Facilitates secure data sharing and collaborative manufacturing across ecosystems.
KER 5
AI-Driven Fault Detection Toolkit
An AI toolkit that helps factories detect faults and choose better circular actions.
KER 6
Circular Manufacturing Platform
Manages digital product passports across supply chains to support sustainable operations.
Industrial
Enabling platforms and tools for developers and solution providers.
KER 7
AI Orchestrator for Circular Processes
Coordinates disassembly, remanufacturing and recycling processes in industrial settings.
KER 8
Circularity Decision Support Tool
Assesses end-of-life options and maximises product circularity outcomes.
KER 9
Guidebook for Circular Business Models
Practical guidebook of circular business models and workflows to help companies implement circular practices.
KER 10
Real-time AI for Emissions Reduction
An AI system for reducing energy consumption and CO₂ emissions in petrochemical plants.
KER 11
Battery Circularity Tool
AI-driven tools for assessing battery health, automating disassembly, and optimising recycling settings.
KER 12
Human-Robot Planning for E-Waste
Vision and AI planner to steer PC disassembly for recycling.