AI Ready Pathway
AI Smart Pathway

Embed AI Governance in Procurement and Vendor Management
- AI Procurement Lab – Risk Management Framework for procuring AI solutions
- Center for Inclusive Change – AI Procurement: Essential Considerations in Contracting
- Australian Government – Artificial Intelligence (AI) model clauses
- FS-ISAC – Generative AI Vendor Risk Assessment Guide
- Future of Privacy Forum – Privacy Tech Buyer Framework
- VerityAI Blog post – Sustainable AI Procurement: Vendor Selection for Environmental Compliance

Develop Transparency and Communication Practices
- Australian Government – Standard for AI Transparency Statements
- UK Government – Algorithmic Transparency Recording Standard Hub
- Microsoft – Responsible AI Transparency Report 2025
- N. Balasubramaniam et al – Transparency and explainability of AI systems: From ethical guidelines to requirements
- OECD – AI Transparency Reports

Monitor AI Systems Performance
- ISO/IEC 42001:2023 – Requirement 9 “Performance Evaluation”
- Chip Huyen – Data Distribution Shifts and Monitoring
- Evidently AI – Model Monitoring for ML in Production
- WhyLabs – Best Practices for Monitoring Large Language Models
- FinOps Foundation – FinOps for AI Overview
- GovLoop – Budgeting for Inference Sprawl: FinOps + GreenOps for AI
AI Trusted Pathway

Engage with External Standards and Benchmarking
- OECD – AI Policy Observatory & Global Index on AI
- NIST – AI Risk Management Framework (AI RMF) + Playbook
- ISO/IEC 42001:2023 Information technology — AI — Management system
- Microsoft – Responsible AI Maturity Model
- GSMA Responsible AI Maturity Roadmap & Step-by-Step-Guide
- Sustainable IT – IT Standards for Environmental, Social, and Governance Sustainability

Strengthen Human Oversight and Enable Contestability
- Sterz et al. – On the Quest for Effectiveness in Human Oversight: Interdisciplinary Perspectives
- Moreira et al. – Explainable AI Systems Must Be Contestable: Here’s How to Make It Happen
- BCG – You Won’t Get GenAI Right If You Get Human Oversight Wrong
- Landau et al. – Recommendations for Government Development and Use of Advanced Automated Systems to Make Decisions about Individuals
- ForHumanity – Combatting Automation Bias


















