Sustainability Language

Data, Technology & Verification Systems

AI governance

AI governance is the set of policies, roles, controls and review processes used to manage the responsible use of artificial intelligence systems.

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Definition

AI governance is the set of policies, roles, controls and review processes used to manage the responsible use of artificial intelligence systems.

Overview

What it means in practice

AI governance should be read as a data and verification term. Its meaning depends on the system boundary, data source, method, controls and the decision the information is meant to support.

In practice, users should explain what is measured or represented, where the data comes from, how it is transformed and what limitations remain. That keeps aI governance useful without overstating precision, automation or assurance.

Why it matters

AI governance matters because sustainability decisions often depend on data that moves between teams, systems, suppliers and assurance processes. Clear wording helps readers distinguish evidence, estimates, system design and interpretation.

Common misconception

A common error is to treat AI governance as proof of accuracy by itself. The term may describe a tool, structure or method, but reliability still depends on data quality, governance, controls and context.

Review questions

What source, method and control environment sit behind the data? What does the term prove, and what does it not prove? Can another reviewer trace the same conclusion from the available records?

Review

Public comments appear only after editor acceptance. Draft comments stay in the review queue.

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How people contribute

Reviewers choose the definition or an overview paragraph, leave a comment or replacement, and attach evidence or a source link.

How comments are used

Editors compare reviewer cards side by side. AI may help find agreement, conflicts, unsupported claims and possible source issues.

What gets published

Only an editor-accepted synthesis changes the public page. Reviewer identities are shown only with consent and verification.

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Review board

Comment on a specific line. Each reviewer stays separate until an editor accepts a merged draft.

1Separate reviewer cards

Each person comments on the definition or overview in their own draft card, with role, evidence and suggested wording kept together.

2AI comparison

AI can compare comments against the current text, flag conflicting claims, surface missing evidence and identify where reviewers agree.

3Editor synthesis

An editor merges compatible suggestions into a draft change, checks sources, records disagreements and decides what can be published.

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Definition
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