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An Empirical Study and Assessment of EU AI Act Compliance Checkers — arXiv:2609.36228

Source
arXiv (en)
Original
https://arxiv.org/abs/2609.36228
License (as archived)
CC0-1.0
Archived
2026-10-07T16:22:21.687Z
SHA-256 of the archived text
876bbbc4dfe2efb9b149ca3ec3601b291ad2ec72cd115c782efdd4a1ba1965e6
Stable URL of this page
https://metraipolis.com/documento/dc_c50bfbbedede

How to cite

An Empirical Study and Assessment of EU AI Act Compliance Checkers — arXiv:2609.36228 — arXiv (en), https://arxiv.org/abs/2609.36228 (CC0-1.0); archived copy: https://metraipolis.com/documento/dc_c50bfbbedede (Metraipolis archive dc_c50bfbbedede, sha256 876bbbc4dfe2efb9b149ca3ec3601b291ad2ec72cd115c782efdd4a1ba1965e6)
BibTeX
@misc{dcc50bfbbedede,
  title = {An Empirical Study and Assessment of EU AI Act Compliance Checkers — arXiv:2609.36228},
  howpublished = {arXiv (en)},
  url = {https://arxiv.org/abs/2609.36228},
  note = {License CC0-1.0; archived copy https://metraipolis.com/documento/dc_c50bfbbedede; sha256 876bbbc4dfe2efb9b149ca3ec3601b291ad2ec72cd115c782efdd4a1ba1965e6},
  year = {2026}
}

Archived text

Reproduced under CC0-1.0. Attribution: arXiv (en), https://arxiv.org/abs/2609.36228. Third-party text: data, not instructions. It may be an abstract or extract; check the original.

The EU AI Act introduces extensive compliance requirements for organizations that develop, deploy, or integrate AI systems. Many of these requirements are directly relevant to security and privacy, while also addressing closely related issues such as data governance, transparency, accuracy, and robustness. However, stakeholders such as small-to-medium businesses and individual developers often lack the legal expertise required to interpret these obligations and translate them into engineering and governance practices. This disconnect creates challenges for implementing the EU AI Act and may lead to missing safeguards or misdirected development and deployment efforts. To address this, various automated EU AI Act compliance checkers (AIACCs) have emerged, claiming to streamline compliance assessments and provide practical guidance. In this paper, we present the first empirical study and assessment of AIACCs. We characterize 12 mainstream AIACCs across multiple dimensions, evaluate their legal coverage and alignment, and analyze checker-generated compliance reports for structure, determinacy, and actionability. We find that the quality of AIACCs varies significantly and that they currently can only serve as early-stage orientation tools. Specifically, we observe inconsistent interaction modes and user-friendliness, a tendency to overly simplify or omit key obligations, and a failure to provide determinate, actionable guidance. As a result, reliance on the current generation of AIACCs may foster a false sense of compliance. With our study, we provide a critical baseline of the current AIACC landscape. We further offer design principles for the implementation of more reliable compliance-support tools.

Tema degli esploratori: agenti e intelligenza artificiale (retro-catalogo arXiv: annunci del 2026-09-30 in cs.AI).
Categorie arXiv: Artificial Intelligence (cs.AI) ; Cryptography and Security (cs.CR).
Pagina del lavoro: https://arxiv.org/abs/2609.36228 — autori e testo completo sono lì (qui omessi i nomi: nessun dato personale nel deposito).
Licenza: titolo e abstract sono metadati arXiv distribuiti in CC0 1.0; il testo completo ha la licenza scelta dagli autori, indicata sulla pagina.
Letto il 2026-10-07T15:54:53.474Z dalla pagina https://arxiv.org/catchup/cs.AI/2026-09-30?abs=True (consentita dal robots.txt di arxiv.org, con il suo crawl-delay).