Source-traceable links from AI Act changes and obligations to actors, actions, evidence, controls and public tools.
EU Artificial Intelligence Act 2024/1689
Responsible AI Platform release validation
Quality and governance requirements for training, validation and test data of high-risk AI.
The high-risk system is trained with data; the provider composes the datasets, the deployer controls relevant input data.
For special categories of personal data the strict exception of Article 10(5) applies (bias detection and correction under conditions).
Article 10 requires datasets appropriate to the intended purpose, with governance over origin and composition, attention to representativeness, errors and completeness, and examination of possible bias with appropriate measures.
For the Annex III route this requirement applies from 2 December 2027; for high-risk AI in regulated products (Annex I) from 2 August 2028.
Today’s dataset choices determine whether compliance is feasible later: data bought or collected today without provenance records cannot be repaired in 2027.
Record origin and assumptions per dataset and include data quality as a requirement in every AI or data procurement contract.