Current State
How the organisation currently operates.
0–5 maturity scale
0 — Not Established The capability is absent or unmanaged.1 — Ad Hoc Some activity exists but depends heavily on individuals.2 — Emerging Basic practices exist but are inconsistent.3 — Defined The operating model is documented and generally followed.4 — Managed The capability is measured, monitored and improved.5 — Adaptive The capability is evidence-driven and adjusts effectively as conditions change.
Assessment domains
- Work Design
- AI Adoption
- Automation
- Human Authority & Accountability
- Knowledge Management
- Governance
- Human-AI Collaboration
- Human Independence
- Security & Data Protection
- Evaluation & Quality Assurance
- Cost & Resource Management
- Tool & System Integration
- AI Operations & Support
- Documentation & Auditability
- Change Management
Domain profile before averages
Each domain receives its own score. The domain profile should remain prominent so uneven capability is immediately visible.
The overall score must never hide a serious weakness. If a critical domain scores 0 or 1, highlight it separately even if the overall average is high.
What an assessment should show
Domain Profile
Scores across the assessed domains.
Strengths
Practices worth preserving.
Material Risks
What may require immediate attention.
Friction
Where unnecessary work or control exists.
Knowledge Debt
Where information or documentation is weak.
Governance Debt
Where authority or controls are unclear.
Opportunities
Where redesign may create value.
Human Independence
Whether critical AI-enabled work remains operable by humans.
Recommended First Workflow
The best candidate for deeper HAIOF analysis.
Immediate Next Actions
A small number of prioritised actions.
Public assessment boundary
The free self-assessment is a diagnostic starting point. It is not certification, a formal audit, legal advice, security assurance or a regulatory compliance assessment. No automated scoring engine is used in this release.