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Governance Templates

Purpose: Practical, ready-to-use templates for safe AI adoption in Australian organisations Audience: Leadership, governance, compliance and technical teams | Status: Free & open-source

Practical, open-source templates to help Australian businesses implement safe, responsible and effective AI.

These documents are designed as a baseline AI governance toolkit: they provide a set of lightweight, practical policies and forms that can be adapted to your organisation's context.

Standards Alignment

Together, these templates support compliance with the Voluntary AI Safety Standard (VAISS) - 10 Guardrails and align with international frameworks:


Why Use These Templates?

  • Consistency — A common set of documents reduces gaps and overlaps across projects
  • Risk reduction — Guardrail alignment ensures that risks (data, security, accountability, bias) are addressed
  • Efficiency — SMEs and larger organisations alike can use these without building frameworks from scratch
  • Transparency — Provides evidence of responsible AI practices to customers, partners and regulators

Current Templates

Getting Started

AI Readiness Checklist

Assesses your organisation's readiness to adopt AI safely. Covers governance, technical capability, risk management and stakeholder engagement.

  • Time: 30-60 minutes
  • Format: Self-assessment checklist
  • Supports: Guardrails 2 (Accountability), 3 (Risk Assessment), 9 (Governance)

Implementation Guides

AI Change Management

Comprehensive guide to managing the organisational and cultural changes that come with AI adoption. Covers stakeholder engagement, communication, workforce planning and resistance management.

  • Time: 2-4 weeks to implement
  • Format: Step-by-step guide + templates
  • Supports: Guardrails 1 (Transparency), 2 (Accountability), 8 (Human Oversight)

AI Implementation Roadmap

Step-by-step guide to planning and executing AI projects from pilot to production deployment. Includes pilot sizing, success criteria, scaling decisions and ongoing monitoring.

  • Time: 3-6 month implementation timeline
  • Format: Phased roadmap + decision framework
  • Supports: Guardrails 2 (Accountability), 3 (Risk Assessment), 9 (Governance), 10 (Lifecycle Management)

Risk Management & Assurance

AI Risk Assessment Checklist

Structured way to evaluate risks before adoption.

  • Time: 1-2 hours per system
  • Format: Risk evaluation matrix
  • Supports: Guardrails 3 (Risk Assessment), 6 (Security)

AI Risk Register

Comprehensive register for identifying, assessing and managing AI-related risks. Integrates with broader GRC processes.

  • Time: 30 mins per risk entry
  • Format: Living document / database
  • Supports: Guardrail 3 (Risk Assessment)

AI Industry-Specific Risks

Provides context-specific AI risk examples for ten major Australian industries to help organisations identify relevant risks for their risk register.

  • Time: 15-30 minutes to review
  • Format: Reference guide by industry
  • Supports: Guardrail 3 (Risk Assessment)

AI Assurance – Transparency, Auditing & Reporting

Framework for demonstrating responsible AI practices through transparency, independent audits and structured reporting.

  • Time: Ongoing reporting cadence
  • Format: Reporting framework + templates
  • Supports: Guardrails 1 (Transparency), 3 (Risk Assessment), 5 (Incident Response), 10 (Lifecycle Management)

Policies & Forms

AI Use Policy

Defines how AI can and cannot be used in your organisation.

  • Time: 2-4 hours to customise
  • Format: Policy document template
  • Supports: Guardrails 1 (Transparency), 2 (Accountability)

AI Project Register

Maintains a central record of all AI initiatives.

  • Time: 15 mins per project entry
  • Format: Register / tracking sheet
  • Supports: Guardrails 9 (Governance), 10 (Lifecycle Management)

AI Vendor Evaluation Checklist

Comprehensive framework for evaluating AI vendors including Build vs Buy guidance, critical red flags and structured evaluation across compliance, security, data governance, and Australian context.

  • Time: 2-4 hours per vendor
  • Format: Evaluation matrix + decision framework
  • Supports: Guardrails 3 (Risk Assessment), 4 (Data Governance), 7 (Supply Chain), 1 (Transparency)

AI Incident Report Form

Mechanism to capture, respond and learn from AI-related issues.

  • Time: 15-30 mins per incident
  • Format: Incident report form
  • Supports: Guardrail 5 (Incident Response)

Coming Soon

Roadmap

Data Management & Quality Checklist To ensure data used in AI systems is high-quality, traceable and bias-tested (Guardrail 4).

Human Oversight Plan Defines when and how human decision-making is required, including escalation paths (Guardrails 2 and 8).

AI Model Monitoring Log Template for tracking performance, fairness, drift and retraining across deployed models (Guardrail 10).


Guardrail-to-Template Mapping

Guardrail Focus Area Covered By Templates
1. Transparency Clear information on AI use AI Use Policy, AI Change Management, AI Vendor Evaluation, AI Assurance
2. Accountability Assigning responsibility AI Use Policy, AI Readiness Checklist, AI Change Management, AI Implementation Roadmap, Human Oversight Plan (coming)
3. Risk Assessment Evaluating risks before use AI Risk Assessment, AI Risk Register, AI Industry Risks, AI Readiness Checklist, AI Implementation Roadmap, AI Vendor Evaluation
4. Data Governance Data quality, bias, provenance AI Vendor Evaluation, Data Management Checklist (coming)
5. Incident Response Detecting and reporting issues AI Incident Report Form, AI Assurance
6. Security Cyber and system safeguards AI Risk Assessment
7. Supply Chain Vendor and third-party risk AI Vendor Evaluation
8. Human Oversight Human-in-the-loop checks AI Change Management, Human Oversight Plan (coming)
9. Governance Strategic alignment, leadership AI Project Register, AI Readiness Checklist, AI Implementation Roadmap
10. Lifecycle Monitoring, improvement, decommissioning AI Project Register, AI Implementation Roadmap, AI Assurance, Model Monitoring Log (coming)

How to Use These Templates

Implementation Best Practices

Adapt locally — These are starting points. Tailor them to your organisation's size, industry and regulatory obligations.

Integrate — Templates should sit within existing governance, risk and compliance processes (e.g. risk registers, change management).

Iterate — AI is fast-moving. Review and update these documents regularly as your AI maturity grows.

Common questions:

Are these templates legally binding?

No. These are guidance templates to help you establish your own policies. You should adapt them to your context and may wish to seek legal or compliance advice before formal adoption.

Do I need all templates?

Start with the Readiness Checklist, Use Policy, and Risk Assessment. Add others as your AI program matures.

How do I know which template to use first?

Follow the "Getting Started" implementation path above, or use the Readiness Checklist to identify your specific needs.



Licence & Disclaimer

Licence: All templates are published under Creative Commons Attribution 4.0 (CC BY 4.0). You are free to use, adapt and share them with attribution to SafeAI-Aus (safeaiaus.org).

Disclaimer: These templates provide best practice guidance for Australian organisations. SafeAI-Aus has exercised care in preparation but does not guarantee accuracy, reliability, or completeness. Organisations should adapt to their specific context and may wish to seek advice from legal, governance, or compliance professionals before formal adoption.