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EU AI Act glossary · Governance· Art. 57

AI regulatory sandbox

An AI regulatory sandbox (Article 57) is a controlled environment set up by national authorities that lets providers develop, test and validate innovative AI systems under regulatory supervision before market entry. SMEs and start-ups get priority access.

Member States must ensure at least one AI regulatory sandbox is operational at national level by 2 August 2026, alone or jointly with other member states or through participation in an existing sandbox. Sandboxes provide a controlled environment fostering innovation and facilitating development, training, testing and validation before market placement, under regulatory supervision and according to an agreed sandbox plan. Participants remain liable under applicable Union and national law, but supervisory authorities exercising discretion over administrative fines take account of good-faith sandbox participation. Providers receive written proof of the activities carried out and an exit report.

Where AI regulatory sandbox sits in the Regulation
  • Art. 57
  • Art. 58
  • Art. 59
  • Art. 62
Who it binds

AI regulatory sandbox: why it matters

For a smaller provider, a sandbox converts regulatory uncertainty into a documented supervisory relationship: you leave with a written exit report describing what was tested and how, which is usable evidence in a later conformity assessment and a genuine credibility asset in enterprise procurement. The mitigating effect on fines matters too — good-faith participation and adherence to the sandbox plan is something authorities take into account when they exercise discretion over penalties.

Worked example

AI regulatory sandbox in practice

A five-person startup building an AI tool for assessing training-programme outcomes is unsure whether it falls into Annex III education. Rather than guess, it applies to its national sandbox, agrees a plan with the authority, tests the system under supervision, and leaves with an exit report and a documented view on classification — an answer it could not have obtained from a law firm with the same authority behind it.

Correction

AI regulatory sandbox: the mistake people make

Treating a sandbox as a compliance holiday. Participation does not suspend the Act or shield participants from liability for harm caused; it provides supervision, guidance and mitigating weight on fines, while the underlying obligations continue to apply.

Questions

AI regulatory sandbox: common questions

When must AI regulatory sandboxes be available?
Member States must ensure at least one sandbox is operational at national level by 2 August 2026, established alone, jointly with other member states, or by participating in an existing sandbox.
Who gets priority access to a sandbox?
SMEs including start-ups get priority access, provided they meet the eligibility conditions. Access is free of charge for them, without prejudice to exceptional costs authorities may recover.
Does sandbox participation protect against fines?
Not automatically. Participants remain liable under applicable law, but where they follow the sandbox plan and act in good faith, supervisory authorities take that into account when deciding whether and how to impose administrative fines.
Keep reading

AI regulatory sandbox: terms that come up alongside it

See how AI regulatory sandbox applies to your systems

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