Artificial intelligence is rapidly reshaping Australia’s healthcare system, with new technology improving patient care, supporting clinicians and helping deliver safer, more connected health services, according to a new report released by CSIRO.
The report, AI Trends for Healthcare 2026, highlights how AI has evolved from a largely behind-the-scenes technology into an increasingly visible and practical tool across hospitals, clinics and research institutions.
Dr David Hansen, CEO and Research Director of CSIRO’s Australian e-Health Research Centre, said the emergence of generative AI had accelerated the technology’s adoption while also increasing the focus on safety and responsible use.
“For many years, AI has largely been ‘under the hood’—a powerful but often invisible technology understood mostly by technical experts,” Dr Hansen said.
“The rapid rise of generative AI has changed that. These tools have brought AI into the spotlight and accelerated its integration into healthcare – while also sharpening the focus on safety, quality and responsible use.”
According to the report, AI is already delivering measurable benefits in a range of clinical settings, including medical imaging analysis, disease management, personalised care and clinical decision support.
One case study featured in the report shows AI generating synthetic CT scans from MRI images, enabling clinicians to plan radiotherapy treatment more accurately while reducing patients’ exposure to radiation.
The report says Australia is entering a critical phase of AI adoption, with healthcare organisations, researchers, governments and industry increasingly integrating AI-powered technologies into routine care.
However, it cautions that realising AI’s full potential will depend on strengthening the systems that support its implementation, including regulation, quality assurance, data governance and digital health interoperability.
“As healthcare systems increasingly rely on AI-powered tools, the need for robust evidence, quality assurance and community co-designed standards has never been greater,” Dr Hansen said.
The report also explores emerging technologies such as multimodal AI and AI-assisted software development, which are expected to play an increasingly important role in the next generation of healthcare innovation.
Dr Hansen said successful AI implementation would require close collaboration between researchers, clinicians and industry.
“We found new AI technologies need to be developed hand-in-hand with clinicians and industry. The research in this report signifies rich collaboration and therefore equally rich real-world utility.”
The report highlights the importance of national digital health standards, including work underway through Sparked, Australia’s Fast Healthcare Interoperability Resources accelerator, to ensure AI technologies can integrate seamlessly across the health system and support more connected, patient-centred care.
With more than 20 years of experience developing healthcare AI technologies, Dr Hansen said the sector had reached a pivotal moment.
“We are in a pivotal new chapter where responsible innovation, rigorous evidence and collaboration will determine how successfully AI delivers on its promise for patients, clinicians and communities.”
The AI Trends for Healthcare 2026 report provides practical insights for researchers, policymakers and industry leaders seeking to understand the future direction of AI-enabled healthcare and Australia’s role in advancing safe and effective digital health innovation.
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