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The quality characteristics and their subcharacteristics for product quality are:
The most important aspect of the quality of an IT system is Functionality. This is about whether it does what it is supposed to do. It also relates to the data that is used, as the functionality of GenAI models depends not only on the quality of the training data but also on the relevance of the context, the structure of the prompt content, and — in the case of RAG (Retrieval-Augmented Generation) — the effectiveness of the retrieved information.
Users are often inclined to accept any result from a computer system as true. However, with non-deterministic systems—such as GenAI based systems—the results may differ every time the system is used. So, consistency gets a new dimension and is more important than ever before.’
In the ISO25010 standard Reliability relates to the maturity, availability, fault tolerance and recoverability of an IT system. These are related to the technical reliability of a system. To the general public, in the context of GenAI based IT systems, reliability is broader. In this context it is about having confidence that the system will continuously support the user in the same way and that it doesn’t cause surprises about its way of working. It is a combination of technical and functional reliability. Another word used in this context is robustness, and it covers stability and resilience.
Detailed information about these characteristics and their subcharacteristics can be found in [ISO25010 2011].
The quality characteristics and their subcharacteristics for quality in use are:
Sogeti has defined three extensions to the ISO25010 standard. The first extension was published in 2018 and contains 3 additional product quality characteristics related to Artificial Intelligence (AI) and robotics. The second extension was published in 2022 and contains 1 additional characteristic for quality in use about Sustainability. The third extension related to GenAI published in 2025 also contains 1 additional characteristic, namely Humaneness.
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