A competency framework is a structured description of the skills, knowledge and behaviours each role needs, at defined levels, with what someone at each level can be seen to do. For AI agent work, it says what a reviewer, a team lead, an agent owner and a builder must be able to show, and how that will be assessed.
Why build one for agent work?
Because agent roles are new and their requirements are not obvious. A business can describe what a good claims handler does; it is harder to describe what a good reviewer of a claims agent does. Without a framework, training covers whatever the trainer thinks matters, hiring guesses, and nobody can say whether a team is competent enough for the agent to act at depth 3.
A framework also gives evidence. Where regulation expects staff using AI to have sufficient literacy for their role, as the EU AI Act does in Article 4, a framework with assessed levels shows how the business defined "sufficient" and who meets it.
What does it contain?
A framework for agent oversight typically has four parts.
| Part | Example for a reviewer |
|---|---|
| Competences | Reading provenance; deciding held actions; writing reasons; escalating |
| Levels | Learning, practitioner, expert |
| Indicators | "Declines held payments backed only by external evidence" |
| Assessment | Module tests, supervised practice, record sampling |
Each role has a set of competences at a required level. A team lead needs reviewer competences at expert level plus coaching and calibration. An agent owner needs fluency in briefs, sources, bounds and certification. The indicators should be observable in the record, so assessment does not depend on opinion.
An example
Take a hypothetical bank in Singapore. Its learning and development team builds a competency framework for three agent roles: reviewer, team lead and agent owner. For reviewers, the practitioner level requires deciding held actions within target, with no missed red line over a supervised period, and with written reasons on every decline. The framework is mapped to the bank's training: each competence has a lesson, a lab and an assessment. When an auditor asks how the bank knows its reviewers are competent, the framework and the assessment records answer it. Governance expectations in that market are discussed in does Singapore's Model AI Governance Framework cover AI agents.
How is it different from an AI governance framework?
An AI governance framework sets out how an organisation governs AI: policies, roles, approvals, risk assessment, monitoring. A competency framework sets out what people must be able to do. The governance framework might say every held payment needs a certified reviewer; the competency framework defines what certified means.
It is also different from an agent framework, which is software for building agents. The word "framework" covers all three, which causes confusion in planning meetings. Whether a software framework alone is enough to run agents safely is a separate question, covered in agent framework or agentic operating system.
How do you keep it current?
Review it when the agents change depth, when new capabilities arrive and when rules change. Competences tied to a product version need updating as the product changes. The guide to training teams for AI agents covers how to connect the framework to training and assessment.
Where the Academy fits
A business can map its own framework onto Pryme Intelligence Academy's four tracks: Foundations for general literacy, Operator for reviewers and team leads, Builder for those who design agents, and Architect for those who lead regulated, multi-agent deployments. Each professional certificate is time-limited, which keeps the evidence current.
Questions people ask
How many competences should a role have?
Few enough to assess properly; six to ten per role is usually workable. More than that and assessment becomes a box-ticking exercise.
Can we use an external framework instead of building our own?
You can start from one, but adapt it. Your house rules, red lines and escalation paths are specific to you, and the framework should reflect them.