HCAIG 1 Core Principles
The foundational human‑centric governance pillars for AI‑enabled AV, Smart Buildings and Digital Workplaces.
Human Oversight
AI systems operate under explicit human supervision, ensuring people remain the final decision‑makers.
Human Accountability
Responsibility for AI outcomes stays with humans — organisations retain ownership of decisions.
Transparency & Explainability
AI behaviours must be understandable and predictable, with clear communication of actions and logic
Predictability in Human Spaces
AI must behave consistently in environments where people work, learn, and collaborate.
Environment‑Level Governance
Governance applies at the room, building, and workplace level to align multi‑device ecosystems.
Misuse Prevention
Safeguards must prevent intentional or accidental misuse of AI features.
Continuous Governance
Ongoing monitoring and lifecycle reviews ensure AI remains aligned with human and organisational needs.
Safety Before Automation
Automation must never compromise human comfort, safety, or wellbeing.
Human Decision Primacy
AI supports decisions but never overrides human intent or autonomy.
Auditability & Traceability
AI actions must be logged, reviewable, and traceable for accountability and compliance.
The AV Governance Report 