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

AI assurance

The process of measuring, evaluating, and communicating the trustworthiness of AI systems through evidence-based mechanisms such as audits, certifications, impact assessments, and conformity declarations.

ByCASRAI Editorial Board
· Last updated 21 May 2026

Examples

Worked examples

  • Is an instance

    A third-party AI-assurance provider certifying a recruitment model against bias-audit standards.

  • Is an instance

    A government procurement requiring AI-assurance documentation as a tender condition.

Counter-examples

Looks similar, but isn't

  • Not an instance

    A self-reported model card with no third-party verification.

  • Not an instance

    A pure cybersecurity penetration test.

Editorial commentary

AI assurance is the emerging discipline that translates AI-ethics principles into evidentiary artefacts. The UK Government published a 'Roadmap to an effective AI assurance ecosystem' (2021). Mechanisms include third-party audit, internal audit, conformity assessment, performance testing, and impact assessment. AI assurance overlaps with cyber assurance and financial-services model risk management.

References

  • Centre for Data Ethics and Innovation, 'The roadmap to an effective AI assurance ecosystem' (2021); UK AI Standards Hub.

Also known as

AI assurance ecosystem

Machine-readable encodings

Use in your systems

JATS XML <role> element
xml
<role vocab="credit"
      vocab-identifier="https://casrai.org/dictionary/"
      vocab-term="AI assurance"
      vocab-term-identifier="https://casrai.org/dictionary/term/ai-assurance" />
Schema.org DefinedTerm (JSON-LD)
json
{
  "@context": "https://schema.org",
  "@type": "DefinedTerm",
  "name": "AI assurance",
  "identifier": "https://casrai.org/dictionary/term/ai-assurance",
  "description": "The process of measuring, evaluating, and communicating the trustworthiness of AI systems through evidence-based mechanisms such as audits, certifications, impact assessments, and conformity declarations.",
  "inDefinedTermSet": "https://casrai.org/dictionary/domain/ai-and-ml-research-outputs/",
  "url": "https://casrai.org/dictionary/term/ai-assurance",
  "sameAs": [
    "AI assurance ecosystem"
  ],
  "license": "https://creativecommons.org/licenses/by/4.0/"
}

Adopted by research universities worldwide

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  • University of Cambridge logo
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  • 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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