AI data centre rules in Australia: Labor tightens copyright
AI data centre rules in Australia would force operators to manage power and water use while Labor tightens copyright controls on model training.

Anthony Albanese has put power, water and copyright at the centre of Labor’s AI agenda, saying AI data centres in Australia will face national standards and AI companies will have to respect creator control over Australian work. The move ties the physical cost of generative AI to a second dispute over the books, music, images and journalism used to train models.
The prime minister said the federal government would take the standards to national cabinet next month. Legislation is expected early next year. The plan follows the national AI framework Albanese outlined a day earlier, and would put a new Office of AI inside the Department of Prime Minister and Cabinet.
The first test is power.
Data-centre builders and cloud operators are already running into tighter grid, water and planning constraints as they look for sites to support AI workloads. The Australian Financial Review reported that operators would be required to generate more power than they use under the proposed laws. That would shift part of the burden back to AI facilities instead of leaving local networks to absorb the full demand.
“Our great country can be much more than a data warehouse for AI products made overseas,”
Anthony Albanese, ABC News
That line is doing a lot of work for the government. Canberra wants the investment that comes with AI infrastructure, but not a bargain in which Australia supplies land, electricity and training material while most of the value sits offshore. Albanese also said AI firms would not be free to scrape Australian creative work without permission, adding that “Anything less is theft,” according to ABC News’ reporting.
The copyright proposal is likely to matter to media groups, software companies and local start-ups that want access to models without giving up the material those systems are trained on. SmartCompany argued the announcement brings generative AI into a copyright regime with foundations dating to 1968. It also leaves Labor with a hard drafting job: supporting local AI development while keeping consent and licensing meaningful for creators.
“Australian writers, musicians, artists and journalists must retain ownership and control of their work,”
Anthony Albanese, ABC News
For publishers and musicians, the language is more concrete than standard AI safety talk. It points to model-training access being treated as a licensed market rather than a free input. Overseas labs expanding in Australia would have to deal with that, and local start-ups may need cleaner records of what data they use. Data-centre investors face their own compliance track, with energy and water rules moving alongside copyright obligations.
The package also marks a more interventionist phase for Canberra’s AI policy. The earlier framework announcement set out the national frame. Wednesday’s detail suggests the government is ready to write operating rules for data centres and training data, rather than leave those questions to voluntary guardrails or court fights.
The government has not published bill text, so the hardest details remain open: how a power offset would be measured, how water conditions would be enforced, and what form creator consent would take. If states and territories agree next month, Australia will have only months to define how AI infrastructure is approved and how creators get a say over training use of their work. For local tech companies, the direction is clear enough. Building AI in Australia is likely to come with harder conditions than the industry has been used to.
Marnie Blackwood
Regulation reporter on Privacy Act reform, eSafety, ACCC tech enforcement, and ACMA. Reports from Canberra.



