From compliance to opportunity in AI: the key is capability
The Australian conversation about AI has settled around risk and regulation. Its economic promise will turn less on the rules Australia writes than on the capability built around the technology.
Much of Australia’s discussion about artificial intelligence now runs through the compliance layer. Guardrails, risk registers, safety obligations and the shape of a possible AI Act take up most of the attention. These are reasonable concerns, though together they add up to a defensive stance, one preoccupied with containing a technology rather than learning to use it well.
However, the official signals are starting to move. In its 2025 review of data and digital technology, the Productivity Commission argued that economy-wide AI rules should be a last resort. It cautioned that poorly judged regulation could stifle a material productivity gain. The National AI Plan of December 2025 shifted the emphasis from mandatory guardrails to adoption.
Compliance guards against harm. What it cannot do, on its own, is generate value. The return on AI depends less on the model than on the setting it enters: the skills, the data, the management practices and the organisational change that turn a capability into a result. That dependence sits at the core of the AI Strategic Complementarity Principle set out in the work of the Acton Institute for Policy Research and Innovation.
The Productivity Commission reaches a similar conclusion by a more economic........
