A new report from the Digital Catapult and Innovate UK sets out how the UK can translate its world-class data and research into global leadership in artificial intelligence, supporting high-growth sectors and unlocking new commercial opportunities.
The UK at the AI Frontier: Challenges and Opportunities report highlights the UK’s strong position at the intersection of artificial intelligence and advanced materials, with the Henry Royce Institute playing a central role in shaping national thinking through its support of the advanced materials workstream.
The report draws on engagement with more than 200 stakeholders across academia, industry and government. It identifies advanced materials as a key area where the UK can translate its research excellence into global AI-enabled industrial leadership.
Advanced materials: a strategic UK strength
The report reinforces findings aligned with the UK’s National Materials Innovation Strategy, highlighting the UK’s leading position in advanced structural material including metallics, composites and ceramics – as well as in graphene, coatings and smart materials.
Royce supported the engagement activity and workshops on the advanced materials theme that contributed to the report. Participants in this activity delivered in partnership with the Digital Catapult explored how AI can accelerate materials discovery, improve manufacturing processes, and unlock new high-performance materials systems.
Key challenges identified
The report highlights several barriers currently limiting progress in AI for advanced materials including:
- Fragmented and inaccessible data across the materials lifecycle, with valuable “dark data” locked in lab notebooks and siloed systems
- Lack of standardisation, with no common “language” for encoding materials processes and microstructures
- Limited compute access, slowing experimentation and model development
- Gaps in validation and benchmarking, making it difficult to assess AI model performance
- Underreporting of failure data, hindering learning and reproducibility
These findings reflect long-standing challenges in materials science, now amplified by the demands of AI-driven approaches.
Opportunities for AI-enabled transformation
Despite these barriers, the report identifies significant opportunities where UK leadership can deliver impact:
- Federated learning approaches to unlock sensitive industrial data without compromising ownership
- Automated laboratories, generating high-quality, standardised datasets at scale
- AI tools to interpret complex, non-standard data, including historical and experimental records
- National data infrastructure and open platforms, enabling collaboration across institutions
- Integration of AI across the full materials value chain, linking discovery to manufacturing outcomes
The report also calls for new interdisciplinary funding models and career pathways to support researchers working across AI and materials science.
UK leadership in AI for advanced materials
As the UK’s national institute for advanced materials research and innovation, Royce played a key role in convening stakeholders and shaping the advanced materials insights captured in the report.
The Institute’s activity around this theme reinforces its position at the heart of the UK’s advanced materials ecosystem, bringing together academia, industry and infrastructure to address national priorities.
Professor Ian Kinloch, Chief Scientific Officer at the Henry Royce Institute, welcomed the publication:
“This report highlights a significant opportunity for the UK to lead globally at the intersection of AI and advanced materials. Together with the Digital Catapult and Innovate UK, we have brought together experts from across the ecosystem to identify the key challenges and opportunities ahead. By unlocking data, investing in infrastructure, and strengthening collaboration, the UK can accelerate materials innovation and translate world-class research into real-world impact.”
driving an AI enabled future
The report concludes that while the UK faces a narrowing window to compete globally in AI, targeted action in areas of existing strength, such as advanced materials, can deliver competitive advantage.
With the Henry Royce Institute at the forefront of this agenda, the UK is well positioned to harness AI to transform materials discovery, manufacturing, and industrial productivity, turning scientific excellence into economic growth.
