ARCHETYPAL

Ensure dataset representativeness

AIR-0EAF27F441 · version 2 · Data & IP · candidate interpretation

High-risk AI providers must ensure dataset representativeness.

Situation & purpose

An AI system or employee activity involves dataset representativeness. Confirm the actor and source conditions before using this template.

Provide a traceable control for the action: ensure dataset representativeness.

Examples

Meets the rule
High-risk AI providers performs the required action "ensure" for dataset representativeness within these source conditions: Intended purpose of high-risk AI, and retains evidence.
Does not meet the rule
High-risk AI providers omits the required action "ensure" for dataset representativeness while those source conditions apply.
Outside scope
The actor, activity, jurisdiction, or applicability conditions in this source variant do not match.

Evidence & enforcement

  • Dated record of the action
  • Responsible actor and approval, where required
  • Applicable source edition and scope

Human or authorized system adapter required. Machine-executable: no. Convert to a reviewed organization contract and validate the adapter before deployment.

Limits

A rule card is an interpretation aid, not an applicability determination.

Equivalent intent does not make different source obligations interchangeable.

Owner review

Record your interpretation decision. This does not adopt a policy for an organization.

Owner sign-in

JSON rule card
{
  "id": "AIR-0EAF27F441",
  "version": 2,
  "title": "Ensure dataset representativeness",
  "text": "High-risk AI providers must ensure dataset representativeness.",
  "topic": "Data & IP",
  "intent": "ensure dataset representativeness",
  "status": "candidate",
  "semanticStatus": "human-validation-required",
  "variants": [
    {
      "sourceId": "eu-ai-act",
      "control": "Article 10(3)",
      "sourceVersion": "Regulation 2024/1689; 2026 amendments tracked separately",
      "url": "https://eur-lex.europa.eu/eli/reg/2024/1689/oj/eng",
      "actor": "High-risk AI providers",
      "modality": "must",
      "action": "ensure",
      "object": "dataset representativeness",
      "condition": "Intended purpose of high-risk AI",
      "exception": "To the extent applicable",
      "timing": null,
      "authority": "binding-within-scope",
      "jurisdiction": "European Union",
      "checkedAt": "2026-10-03",
      "status": "interpretation-needs-review",
      "examples": {
        "meetsRule": "High-risk AI providers performs the required action \"ensure\" for dataset representativeness within these source conditions: Intended purpose of high-risk AI, and retains evidence.",
        "doesNotMeetRule": "High-risk AI providers omits the required action \"ensure\" for dataset representativeness while those source conditions apply.",
        "outOfScope": "The actor, activity, jurisdiction, or applicability conditions in this source variant do not match."
      }
    }
  ],
  "situation": "An AI system or employee activity involves dataset representativeness. Confirm the actor and source conditions before using this template.",
  "purpose": "Provide a traceable control for the action: ensure dataset representativeness.",
  "examples": {
    "meetsRule": "High-risk AI providers performs the required action \"ensure\" for dataset representativeness within these source conditions: Intended purpose of high-risk AI, and retains evidence.",
    "doesNotMeetRule": "High-risk AI providers omits the required action \"ensure\" for dataset representativeness while those source conditions apply.",
    "outOfScope": "The actor, activity, jurisdiction, or applicability conditions in this source variant do not match."
  },
  "evidence": [
    "Dated record of the action",
    "Responsible actor and approval, where required",
    "Applicable source edition and scope"
  ],
  "enforcement": {
    "mode": "policy-template",
    "adapter": "Human or authorized system adapter required",
    "machineExecutable": false
  },
  "limitations": [
    "A rule card is an interpretation aid, not an applicability determination.",
    "Equivalent intent does not make different source obligations interchangeable."
  ],
  "createdAt": "2026-10-03",
  "updatedAt": "2026-10-03"
}
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