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THE TECHNICAL LANGUAGE OF DIGITAL B2B INFRASTRUCTURE

STANDARD
AI GOVERNANCE

ISO/IEC 8183:2023 — Information technology — Artificial intelligence — Data life cycle framework

An international standard defining the stages and associated actions of the data lifecycle for artificial intelligence applications.


BUSINESS RELEVANCE

Clear data lifecycle stages ensure data lineage, IP provenance, privacy compliance, and defensible audit trails throughout AI training and fine-tuning pipelines.


IMPLEMENTATION EXAMPLE

An enterprise data team maps its AI pipeline to the ISO/IEC 8183 stages to enforce role-based access, retention policies, and cryptographic provenance from data ingestion to model deprecation.


LIMITATIONS

A lifecycle framework outlines process stages and transitions, but relies on organizational enforcement and integrated technical tooling to prevent data drift or compliance lapses.


TECHNICAL EXPLANATION

ISO/IEC 8183 provides a data life cycle framework for AI development. It defines the stages of data processing across the AI system life cycle, from acquisition and creation through development, deployment and maintenance to decommissioning, and identifies the actions associated with each stage. It does not define specific services, platforms or tools.


Secondary Topics

Cybersecurity, Data Engineering

Sources

ISO — ISO/IEC 8183:2023 — https://www.iso.org/standard/83002.html

Related terms

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STANDARD
AI GOVERNANCE

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EN 18286:2026 — Quality Management System for EU AI Act Regulatory Purposes

STANDARD
AI GOVERNANCE

The European standard for the quality management system that high-risk AI providers need under EU AI Act Article 17, designed to build on ISO/IEC 42001.

Content Provenance (C2PA)

STANDARD
AI GOVERNANCE

C2PA Content Credentials record who created or edited a media file and whether AI was used, using signed manifests that anyone can verify.

STANDARD
CYBERSECURITY

CPA-issued SOC 2 reports assess a vendor's controls for security, availability, processing integrity, confidentiality and privacy under AICPA rules.

ISO/IEC 42005:2025 — AI System Impact Assessment

STANDARD
AI GOVERNANCE

An international standard outlining methodology for conducting comprehensive impact assessments on AI deployments.