ISO/IEC 23894
Guidance on AI-specific risk management for organizations developing or using AI systems.
Definition
ISO/IEC 23894:2023 provides AI-specific guidance on risk management aligned with ISO 31000, addressing risks unique to AI such as bias, opacity, data drift, and autonomy.What this means in practice
Often used alongside ISO 14971 for medical AI: 14971 covers patient harm; 23894 broadens to organizational and AI-system risks. Helpful for EU AI Act conformity narratives.Examples
- A medical device manufacturer uses ISO/IEC 23894:2023 to identify and mitigate risks associated with an AI-powered diagnostic tool, such as potential diagnostic bias across different demographic groups.
- During the development of an AI-driven surgical robot, the development team applies ISO/IEC 23894:2023 principles to assess and manage risks related to the AI system's autonomous decision-making in unforeseen scenarios.
- A company developing an AI algorithm for predictive analytics in patient care utilizes ISO/IEC 23894:2023 to address risks of data drift that could lead to decreased accuracy over time and implement continuous monitoring strategies.
- •A common pitfall is to apply ISO/IEC 23894:2023 in isolation, neglecting essential medical device risk management standards such as ISO 14971:2019.
- •Organizations may mistakenly believe that addressing AI-specific risks under ISO/IEC 23894:2023 fully covers all safety and performance requirements for medical AI.
- •Failing to integrate the risk management processes outlined in ISO/IEC 23894:2023 with the overall quality management system, as required by standards like 21 CFR Part 820, can lead to compliance gaps.
- •Overlooking the need for continuous monitoring and post-market surveillance of AI systems to detect and mitigate emerging risks not identified during initial risk assessment is a significant oversight.
- •Another pitfall is to narrowly interpret "risk" solely as patient harm, ignoring financial, reputational, or societal risks that ISO/IEC 23894:2023 aims to address.
Frequently asked questions
Cross-references
Overlaps with
Covers some of the same ground; not interchangeable.
Related terms
Grouped by themeEditor's picks
· Hand-selected related conceptsInternational standard for the application of risk management to medical devices.
Medical device that uses artificial intelligence or machine learning to perform its intended use.
EU regulation establishing risk-based requirements for AI systems, including most medical AI.
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Primary references
3 sources- 1
ISO/IEC 23894:2023VerifiedISOiso.org
- 2
ISO Standards Catalogue - HealthVerifiedISOiso.org
- 3
IEC Webstore - Medical EquipmentVerifiedIECwebstore.iec.ch
Inline markers like [1] jump to the matching reference above.