mlsanityData to 13 Oct 2026

Operationalising AI Regulatory Sandboxes under the EU AI Act: The Triple Challenge of Capacity, Coordination and Attractiveness to Providers

arXiv 2509.05985 ↗First posted 7 Sep 2025cs.CY cs.AIcited by 1

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Abstract (arXiv)

The EU AI Act provides a rulebook for all AI systems being put on the market or into service in the European Union. This article investigates the requirement under the AI Act that Member States establish national AI regulatory sandboxes for testing and validation of innovative AI systems under regulatory supervision to assist with fostering innovation and complying with regulatory requirements. Against the backdrop of the EU objective that AI regulatory sandboxes would both foster innovation and assist with compliance, considerable challenges are identified for Member States around capacity-building and design of regulatory sandboxes. While Member States are early movers in laying the ground for national AI regulatory sandboxes, the article contends that there is a risk that differing approaches being taken by individual national sandboxes could jeopardise a uniform interpretation of the AI Act and its application in practice. This could motivate innovators to play sandbox arbitrage. The article therefore argues that the European Commission and the AI Board need to act decisively in developing rules and guidance to ensure a cohesive, coordinated approach in national AI regulatory sandboxes. With sandbox participation being voluntary, the possibility that AI regulatory sandboxes may prove unattractive to innovators on their compliance journey is also explored. Confidentiality concerns, the inability to relax legal rules during the sandbox, and the inability of sandboxes to deliver a presumption of conformity with the AI Act are identified as pertinent concerns for innovators contemplating applying to AI regulatory sandboxes as compared with other direct compliance routes provided to them through application of harmonised standards and conformity assessment procedures.

Key facts. Cited by 1 paper in the map (data through 13 Oct 2026). Builds on 3 of its 35 references that are in the map. First posted on arXiv 7 Sep 2025.

Builds on

3 of 35 references.

References · 3

  1. 2021Demystifying the Draft EU Artificial Intelligence Actcited by 82
  2. 2022Risk management in the Artificial Intelligence Actcited by 16
  3. 2025The New Anticipatory Governance Culture for Innovation: Regulatory Foresight, Regulatory Experimentation and Regulatory Learningcited by 1

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Cited by year (2026 to 13 Oct)

Citing papers per year: 2026: 1.

1 paper.