Frequently Asked Questions
Everything you need to know about working with us.
Why do we need an AI governance specialist?
Your existing IT, risk, privacy and compliance teams are essential to managing AI risk but AI cuts across all of these areas.​ An AI governance specialist brings these perspectives together and focuses specifically on the risks, responsibilities and opportunities created by AI. We help translate emerging AI requirements and standards into practical processes your organisation can actually use. ​The goal isn't to replace your existing teams. It's to give them specialist AI expertise, coordinate the different governance functions and make sure AI risks don't fall between the gaps. For organisations that aren't ready to employ a full-time AI governance specialist, a Fractional AI Governance Officer can provide this capability on an as-needed basis.
How does AI governance help us deliver value (rather than roadblocks)?
Good AI governance isn't about putting barriers around AI, it’s about creating the confidence to use it effectively. Without governance, organisations can invest in AI without knowing whether the right tools are being used, whether employees are using them effectively, or whether the risks are undermining the expected benefits. Poorly governed AI can lead to inaccurate decisions, privacy breaches, security incidents, duplicated investments and loss of trust. Effective AI governance helps you identify the right opportunities, prioritise higher-value use cases and establish the guardrails needed to deploy them safely. It also creates clear accountability for measuring whether AI is delivering the expected business outcomes. The result is a more disciplined approach to AI investment: less wasted effort, fewer costly mistakes and greater confidence to scale the AI initiatives that deliver real value.
AI Governance Services
What is AI governance and why does my organisation need it?
AI governance is the framework of policies, processes, controls and accountability that helps an organisation use AI safely, responsibly and effectively. It provides practical guardrails around how AI is selected, implemented and used, while still allowing your people to take advantage of its benefits.
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How does AI governance help us deliver value (not roadblocks)?
Good AI governance isn't about putting barriers around AI, it’s about creating the confidence to use it effectively. Without governance, organisations can invest in AI without knowing whether the right tools are being used, whether employees are using them effectively, or whether the risks are undermining the expected benefits. Poorly governed AI can lead to inaccurate decisions, privacy breaches, security incidents, duplicated investments and loss of trust.
Effective AI governance helps you identify the right opportunities, prioritise higher-value use cases and establish the guardrails needed to deploy them safely. It also creates clear accountability for measuring whether AI is delivering the expected business outcomes. The result is a more disciplined approach to AI investment: less wasted effort, fewer costly mistakes and greater confidence to scale the AI initiatives that deliver real value.
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Do we really need AI governance if we are only experimenting with AI?
Yes. In many organisations, AI adoption has already started without a formal program. Employees may be using ChatGPT, Copilot and other AI tools without IT or management knowing. Good governance helps you understand what is already happening, identify the risks and create sensible rules before experimentation turns into an incident.
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Isn't AI governance just another compliance exercise?
No. Compliance is one part of AI governance, but good governance should do much more. It should help your organisation make better decisions about where AI can be used, where human oversight is required, what risks need to be managed and how employees can use AI productively and safely.
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How do we know where to start?
Most organisations don't need to solve everything at once. We typically start by understanding your current AI use, risk exposure, existing policies and organisational readiness. From there, we identify the highest-priority gaps and develop a practical roadmap.
Will AI governance slow down our use of AI?
It shouldn't. Effective governance creates clear boundaries so people know what they can and cannot do. The goal is to replace uncertainty and uncontrolled experimentation with a safe environment in which people can confidently use AI.
AI Audits
What is an AI governance audit?
An AI governance audit examines how your organisation is currently using and managing AI. We assess areas such as AI tools and use cases, policies, risk management, privacy, accountability, human oversight, staff awareness and existing controls.
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What will an AI audit tell us?
An audit gives you a clear picture of your current level of AI governance maturity, where the significant risks and gaps are, and what needs to be addressed. It provides a practical starting point for deciding what to do next.
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Do you need to audit every AI tool our employees are using?
Not necessarily. We take a risk-based approach. The first priority is understanding what AI is being used for, which uses could create material risk and where stronger controls or oversight are required.
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What happens after the audit?
You receive a clear view of your current state, key findings and recommended priorities. If required, we can then work with your organisation to implement the improvements rather than simply handing you a report and walking away.
AI Risk Assessments
What is an AI risk assessment?
An AI risk assessment identifies and evaluates the risks associated with a particular AI system, tool, process or use case. Depending on the situation, this can include privacy, security, accuracy, bias, transparency, accountability, regulatory and operational risks.
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When should we conduct an AI risk assessment?
Ideally before introducing a significant AI system or use case. However, assessments are also valuable for AI systems already in operation, particularly where the organisation doesn't have a clear understanding of how the system works or what risks it creates.
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Can you assess AI risks for systems we have already implemented?
Yes. Existing AI systems can be assessed to identify gaps between how the system is actually being used and the controls your organisation has in place.
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Do you use a risk-based approach?
Yes. Not every use of AI carries the same level of risk. We help organisations focus their governance effort where it matters most rather than applying the same controls to every AI tool.
AI Education & Training
Why do our employees need AI governance training?
Technology controls alone cannot manage AI risk. Employees are often the people making decisions about which AI tools to use, what information to enter and whether to trust an AI-generated answer. Training helps people understand their responsibilities and make better decisions.
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What does AI governance training cover?
Training can cover responsible AI use, approved and unapproved AI tools, privacy and confidential information, AI-generated content, hallucinations and accuracy, human oversight, security, intellectual property and your organisation's AI policies and expectations.
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Can you tailor training to our organisation?
Yes. Training can be tailored to your industry, risk profile, policies, AI maturity and the roles of your employees. Executives, managers, technical teams and general staff may require different levels of education.
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Can you help us change employee behaviour around AI?
Yes. A successful AI governance program is about more than writing policies. We help organisations establish practical expectations, educate employees and build the behaviours needed to use AI safely and responsibly.
Privacy Act Readiness
Why does AI create new privacy risks?
AI systems can involve large amounts of personal information, including information entered into prompts, uploaded to AI tools or processed by automated decision-making systems. Organisations need to understand what information is being processed, where it goes, how it is used and what transparency and oversight are required.
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Can you assess our readiness for the Privacy Act requirements relating to AI?
Yes. We can assess your current use of AI and automated decision-making against relevant privacy obligations and identify gaps that need to be addressed.
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Does this only apply to large organisations?
No. Privacy obligations can apply to organisations of different sizes depending on their circumstances and activities. If your organisation is using AI to process personal information or make or support decisions about individuals, it is worth understanding your obligations.
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Do you provide legal advice?
Our focus is on practical AI governance, risk management and implementation. Where specialist legal interpretation is required, we can identify the issue and recommend that appropriate legal advice is obtained.
Read our article: New privacy rules: A Practical Guide to Implementing AI Governance across Automated Decision Systems
AI Governance Implementation
We have policies already. Why do we need implementation support?
A policy sitting in a document library does not create effective governance. Implementation means putting the people, processes, responsibilities, registers, risk assessments, controls and monitoring mechanisms behind the policy so governance actually operates in practice.
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What does an AI governance implementation program involve?
We typically assess your current state, identify gaps and priorities, establish governance structures and responsibilities, develop or improve policies and processes, identify AI tools and use cases, introduce appropriate risk controls and help embed the framework across the organisation.
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How long does implementation take?
The timeframe depends on the size, complexity and maturity of your organisation. Some organisations need a focused program to address immediate risks, while others require a broader governance transformation. We can start with the highest-priority areas and build from there.
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Will you work with our existing IT, legal, privacy and risk teams?
Yes. AI governance crosses multiple functions, so implementation works best when it builds on the capabilities and processes you already have rather than creating a completely separate bureaucracy.
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Do you help organisations align with Australian AI governance standards?
Yes. We can help organisations understand relevant Australian AI governance requirements and translate them into practical policies, controls and processes that can actually be implemented.
Fractional AI Governance Officer
What is a Fractional AI Governance Officer?
A Fractional AI Governance Officer provides ongoing AI governance expertise without requiring you to employ a full-time specialist. We can work with your organisation on a regular basis to oversee governance activities, advise on emerging AI risks and help keep your framework operating effectively.
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Why would we need a Fractional AI Governance Officer?
AI is changing quickly, and many organisations don't yet need a full-time AI governance role. A fractional resource gives you access to specialist capability when you need it while providing continuity and accountability.
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What does a Fractional AI Governance Officer actually do?
Depending on your needs, the role can include reviewing new AI use cases, coordinating AI risk assessments, maintaining AI registers, advising executives, monitoring governance controls, supporting privacy and compliance activities, educating staff and reporting AI governance risks to leadership.
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Is this suitable for smaller or mid-sized organisations?
Yes. A fractional model can be particularly useful for organisations that need experienced AI governance capability but don't have the need or budget for a full-time specialist.
Working With AI Governance Partners
Do you only work with organisations that are starting from scratch?
No. We work with organisations at different stages of AI maturity—from those just beginning to explore AI through to organisations that already have AI tools, policies and governance processes but need to understand and close the gaps.
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How do you approach AI governance differently?
We focus on practical governance rather than governance for governance's sake. The objective is to help your organisation understand its risks, put appropriate controls in place and give people the confidence to use AI responsibly.
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Do you implement the recommendations or just provide advice?
We can do either. You can engage us for an independent assessment or risk review, or we can work alongside your team to implement the governance framework and embed the required processes.
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How do we get started?
The best starting point is usually a conversation about how your organisation is currently using AI, what concerns you have and where you believe the greatest risks are. From there, we can recommend the most appropriate starting point—whether that's an audit, risk assessment, training program or broader governance implementation.