AIPGF Foundation Glossary

Use this glossary when the AIPGF Foundation language starts to blur. It is not meant to replace the main lessons. It is meant to keep the key distinctions stable while you read or practice.

AIPGF

The AI Project Governance Framework. APMG presents it as a framework for governing AI use in projects and programmes, not as a replacement for the organization’s existing project method.

Ethical use

Using AI in a way that respects rights, values, fairness, accountability, and appropriate oversight. See ethical, efficient, and effective use.

Efficient use

Using AI in a way that improves speed, effort, or resource use. Efficiency alone is not enough if governance, legality, or decision quality is weak.

Effective use

Using AI in a way that actually improves the project outcome, decision quality, or governance result. Something can be efficient without being effective.

Governance maturity

The current capability of the project, programme, or organization to govern AI use reliably through roles, controls, evidence, review, and improvement. See governance structure and maturity.

Tailoring

Adapting governance depth and control strength to the project context, size, complexity, AI-related risk, and organizational capability. See tailoring by context, size, and risk.

Core values and behaviours

The practical norms that shape how people use AI in project work, how concerns are raised, and how governance becomes real rather than purely documented. See core values, behaviours, and adoption resistance.

Lifecycle governance

Applying the right aims, activities, evidence, and deliverables at different stages of project work instead of treating AI governance as a one-time approval event. See life-cycle governance stages and deliverables.

Maturity assessment

A structured review of the current state of AI governance capability, based on evidence rather than aspiration. See assessing current maturity.

Terms that most often change the answer

Spend extra time on terms that separate:

• ethical use from efficient use and effective use
• governance maturity from general organizational confidence
• role accountability from broad stakeholder involvement
• life-cycle governance from one-time approval thinking

If a definition is still fuzzy after reading it here, return to the lesson where that term changes the governance decision. Then use the Cheat Sheet or Practice to check whether you can apply the distinction under pressure.