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Australia's AI disclosure deadline: what to do before 10 December.

From 10 December 2026, Australian privacy policies must describe decisions made or assisted by computer programs, AI included. What to do before then.

Topic
AI governance
Product
Novie Control
Format
Guide
Reading time
4 min
In short

From 10 December 2026, an Australian organisation covered by the Privacy Act must describe certain automated decisions in its privacy policy. The test is a computer program that uses personal information to make a decision, or does something substantially and directly related to making one, where the decision could significantly affect a person. AI is expressly included. The first step is to find every system and agent that does this, with an owner for each.

What the law requires

The Privacy and Other Legislation Amendment Act 2024 received Royal Assent on 10 December 2024. It added three subclauses to Australian Privacy Principle 1, which governs privacy policies. The OAIC's updated guidelines, published on 30 September 2026, confirm they apply from 10 December 2026.

APP 1.7 sets the trigger. All three conditions have to be met.

  1. The organisation has arranged for a computer program to make a decision, or to do a thing that is substantially and directly related to making a decision.
  2. The decision could reasonably be expected to significantly affect the rights or interests of an individual.
  3. Personal information about that individual is used in the operation of the program.

APP 1.8 says what the privacy policy must then contain. It must list the kinds of personal information used in those programs and the kinds of decisions made solely by them. It must also list the kinds of decisions where they do something substantially and directly related to making the decision.

APP 1.9 fills in the terms. Making a decision includes refusing or failing to make one. An effect counts whether it helps or harms the person. Its examples include a decision about a benefit under an Act, a decision that affects someone's rights under a contract, and a decision that affects their access to a significant service or support.

Who it covers

The obligation applies to APP entities: Australian Government agencies, and organisations with an annual turnover above $3 million. Some smaller businesses are covered whatever their turnover, including health service providers and businesses that trade in personal information. Most small businesses under the threshold are outside it.

Why AI agents are in scope

The OAIC's fact sheet on the obligation, published in September 2026, says a computer program includes rule-based processes, artificial intelligence and machine learning, and generative AI used to produce text, images or code, including chatbots.

Three points in the guidance matter for anyone running agents.

  • Human review does not take a decision out of scope by itself. A decision can be covered even where the program's output is reviewed by a person, or does not replace the whole decision.
  • Advice counts. The OAIC reads substantially as a key factor in facilitating the human's decision. An agent that scores, ranks, triages or recommends can meet that test.
  • Buying it counts. Arranging for a program includes procuring a third-party one and relying on its outputs, and the transparency duty generally stays with the organisation using the personal information, not the vendor.

The OAIC considers machine learning and generative AI outputs used to make decisions that significantly affect people would generally fall within scope, unless subject to extensive human oversight. Where it is unclear, its advice is to take a cautious approach and include the information.

A checklist before 10 December

  1. List every system and AI agent that uses personal information, with an owner for each.
  2. Include what you buy. Third-party programs, and AI features inside licensed software, count when you rely on their outputs.
  3. For each, write down the decisions it makes or helps make about individuals, and how a person reviews the outcome.
  4. Mark the decisions that could reasonably be expected to significantly affect someone's rights or interests.
  5. Record the kinds of personal information each of those systems uses.
  6. Draft the privacy policy wording with your privacy officer and lawyer, in the categories APP 1.8 sets out. Commercial-in-confidence detail about the program itself is not required.
  7. Set a review trigger, so a new agent or a changed one is checked against the policy before it runs.
  8. Brief the board on what was found, what the policy now says, and who owns keeping it true.

For APRA-regulated entities

Banks, insurers and superannuation trustees have a second reason to keep the list. APRA's letter to industry on AI, sent on 30 April 2026, asks regulated entities to establish an inventory of AI tooling and AI use cases with ownership and accountability across the AI lifecycle. It also asks them to keep visibility over the AI supply chain.

After 10 December

The policy is a statement about what your systems do. It stays true only if every new agent, and every change to an existing one, is checked against it. That makes the agent inventory the control that keeps the disclosure accurate, and the approval path the place the check happens.

How Novie Control does it

Novie Control is live. Every dollar visible. Every budget governed. Every call optimised. Every agent governed. Every agent carries a named owner, an approval trail and a full audit trail. The list the checklist starts with is a live view of the governed estate, and a change to an agent's model or tools is visible when it happens.

Sources

  1. OAIC, Australian Privacy Principles guidelines, Chapter 1: APP 1 (version 2.0, updated 30 September 2026)
  2. OAIC, APP 1.7-1.9 Transparency Obligation Fact Sheet (September 2026)
  3. OAIC, Automated Decision-Making Transparency Obligation (APP 1), Issues Paper, Attachment A (18 May 2026)
  4. Privacy and Other Legislation Amendment Act 2024, No. 128, 2024 (Royal Assent 10 December 2024)
  5. OAIC, Small business
  6. APRA, Letter to Industry on Artificial Intelligence (30 April 2026)

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Frequently asked questions

What changes in Australian privacy law on 10 December 2026?

Organisations covered by the Privacy Act must describe, in their privacy policy, computer programs that use personal information to make or substantially assist significant decisions about individuals. AI is included. The policy lists the kinds of personal information and the kinds of decisions involved.

Do AI agents count as automated decision-making?

Often. An agent is in scope if it uses personal information to make a decision, or does something that is a key factor in a person's decision, and the decision could significantly affect someone. The OAIC's guidance includes generative AI and says human review alone does not take a decision out of scope.

What must a privacy policy say about automated decisions?

The kinds of personal information used in such programs, the kinds of decisions they make on their own, and the kinds of decisions where they do something substantially and directly related to making the decision. Commercial-in-confidence detail about the program is not required.

Where should an organisation start?

Find every system and AI agent that uses personal information and helps make decisions about people, with an owner for each. The disclosure can only be as accurate as that list.

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