Key Achievements

& Market‑Ready Solutions

1 Vision

Circular TwAIn has developed toolkits, methodologies, and market-ready solutions that empower industries to transition toward a more circular and sustainable future.

3 Pathways

12 Breakthroughs

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

Market-ready assets designed for direct uptake by Industry.

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.

Scientific

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.

New knowledge and methodologies generated in Circular TwAIn

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 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.

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.

Industrial

Market-ready assets designed for direct uptake by Industry.

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.

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.