European Union · Binding regulation
EU AI Act compliance: bias, risk, and oversight evidence
The EU AI Act is a risk-based regulation that entered into force on 1 August 2024. Prohibited practices and general-purpose AI obligations already apply. The 2026 Digital Omnibus moved high-risk obligations to December 2027 for Annex III systems and August 2028 for products covered by Annex I. Providers of high-risk systems must show how they manage risk, govern training data for bias, keep logs, and enable human oversight.
What the EU AI Act asks of AI systems
The obligations most relevant to bias, risk, and accountability, summarised from the EU AI Act (Regulation (EU) 2024/1689).
- Art. 9Risk management system
- A continuous process to identify, evaluate, and mitigate risks across the lifecycle.
- Art. 10Data and data governance
- Examine training, validation, and test data for possible biases and take measures to detect, prevent, and mitigate them.
- Art. 11Technical documentation
- Documentation that demonstrates the system meets the requirements before it is placed on the market.
- Art. 12Record-keeping
- Automatic logging that makes the system traceable over its lifetime.
- Art. 14Human oversight
- Design that lets people understand, monitor, and override the system.
- Art. 15Accuracy and robustness
- Declared accuracy levels and resilience to errors and manipulation.
Evidence FairMind helps you produce
FairMind links technical evidence to EU AI Act obligations for a human reviewer to accept. It is not legal advice and does not decide compliance.
- Bias evaluation runs with thresholds declared before the run, linked to the exact model version
- Findings that carry an owner, a remediation, and a retest that links back to the original failure
- Reviewer decisions on every evidence-to-article mapping, with rationale
- An exportable evidence index pinned to the regulation version, with open findings left visible
EU AI Act questions
Does the EU AI Act require bias testing?
For high-risk AI systems, Article 10 requires providers to examine training, validation, and test data for possible biases that are likely to affect health and safety, negatively impact fundamental rights, or lead to prohibited discrimination, and to take measures to detect, prevent, and mitigate them.
Can FairMind make my AI system EU AI Act compliant?
No tool can. FairMind organises the technical evidence your team produces, links it to the relevant obligations, and records human review. Conformity is decided through your own assessment process and, where required, a notified body.
Who does the EU AI Act apply to?
It applies to providers and deployers of AI systems placed on the EU market or whose output is used in the EU, including organisations based outside the EU.