AIRE for Industry helps organizations use artificial intelligence in situations where mistakes can have serious consequences. These include sectors such as finance, healthcare, mobility and public services. The project supports companies and public institutions by connecting advanced AI techniques with regulation, ethics and governance, making it easier to deploy AI systems responsibly in real-world complex environments.

Problem

Artificial intelligence is increasingly used to automate important decisions that can affect people’s lives, finances and safety. In regulated and high-risk sectors, these decisions can carry legal, economic, reputational and social consequences. While AI can improve efficiency and accuracy, many organizations struggle to ensure that their systems are compliant, transparent and trustworthy once deployed. Governance, risk management and ethical considerations are frequently considered separately from the technical systems, making accountability difficult to implement.

Solution

AIRE works with organizations to understand how AI systems are used in practice, which decisions are automated and where technical, legal, ethical and operational risks may arise across the full AI lifecycle. It applies scientific methods such as uncertainty analysis, explainability and causal assessment to identify  system limitations, potential failures and decision reliability. These technical results are then translated into clear governance and regulatory guidance, supporting organizations deploy and operate AI systems in a way that is transparent, accountable and aligned with legal and ethical requirements.