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v2026.1714 entries · CC-BY 4.0
Dictionary termTrack CStablev2026.2

Responsible AI

An umbrella term covering the design, development, deployment, and governance practices intended to ensure AI systems are ethical, fair, transparent, accountable, robust, secure, and respectful of privacy.

ByCASRAI Editorial Board
· Last updated 21 May 2026

Examples

Worked examples

  • Is an instance

    An organisation's responsible-AI programme covering model cards, pre-deployment audits, ongoing monitoring, and an ethics-review board.

  • Is an instance

    A research lab's responsible-AI publication checklist applied before model release.

Counter-examples

Looks similar, but isn't

  • Not an instance

    A purely technical performance evaluation.

  • Not an instance

    A marketing claim of 'ethical AI' without operational backing.

Editorial commentary

Responsible AI is the practical operationalisation of AI ethics: it spans guidelines (OECD AI Principles, UNESCO Recommendation), assurance frameworks (UK Government AI Assurance), and corporate practice. Specific component disciplines include fairness measurement, explainability, privacy-preserving ML, red-teaming, and impact assessment.

References

  • OECD AI Principles (2019); UNESCO Recommendation on the Ethics of Artificial Intelligence (2021).

Also known as

RAI

Machine-readable encodings

Use in your systems

JATS XML <role> element
xml
<role vocab="credit"
      vocab-identifier="https://casrai.org/dictionary/"
      vocab-term="Responsible AI"
      vocab-term-identifier="https://casrai.org/dictionary/term/responsible-ai" />
Schema.org DefinedTerm (JSON-LD)
json
{
  "@context": "https://schema.org",
  "@type": "DefinedTerm",
  "name": "Responsible AI",
  "identifier": "https://casrai.org/dictionary/term/responsible-ai",
  "description": "An umbrella term covering the design, development, deployment, and governance practices intended to ensure AI systems are ethical, fair, transparent, accountable, robust, secure, and respectful of privacy.",
  "inDefinedTermSet": "https://casrai.org/dictionary/domain/ai-and-ml-research-outputs/",
  "url": "https://casrai.org/dictionary/term/responsible-ai",
  "sameAs": [
    "RAI"
  ],
  "license": "https://creativecommons.org/licenses/by/4.0/"
}

Adopted by research universities worldwide

University of Cambridge logoColumbia University logoUniversity of Edinburgh logoHarvard University logoMassachusetts Institute of Technology logoUniversity of Oxford logoPrinceton University logoStanford School of Medicine logoUniversity College London logoUniversity of Cambridge logoColumbia University logoUniversity of Edinburgh logoHarvard University logoMassachusetts Institute of Technology logoUniversity of Oxford logoPrinceton University logoStanford School of Medicine logoUniversity College London logo
  • University of Cambridge logo
  • Columbia University logo
  • University of Edinburgh logo
  • Harvard University logo
  • Massachusetts Institute of Technology logo
  • University of Oxford logo
  • Princeton University logo
  • Stanford School of Medicine logo
  • University College London logo

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