Gradient Institute

Gradient Institute is an Australian charity that studies what AI systems can do, where they fail and how they affect people. It was set up with backing from IAG, the University of Sydney and CSIRO's Data61, and it is based on the University of Sydney campus. It answers to its public-benefit mission rather than to commercial or political interests.

The institute turns its research into advice for government agencies, companies and civil society groups. Clients can book a one-hour call with its researchers, commission a scoped project or set up a retainer. Typical work covers AI strategy, reviews of governance frameworks, risk assessment, benchmarking and independent assessment of AI systems against accepted standards. It also helps teams deploy AI responsibly and align stakeholders on policy.

Research areas include AI capability and safety, the social effects of AI, multi-agent systems and AI in software development. The institute also runs education programs that build understanding of AI across government, industry, not-for-profits and the public. Its focus is assurance and guidance, not building production systems for clients.