Capability 2.3.3.5
Operational Data Access & Interfaces (‘In-Life’)
Definition
Data sources, interfaces and access arrangements that enable AI systems, during real-world operation, to retrieve current information from external data sources and systems to support context-aware, accurate and safe performance (complements Section 2.2, which assesses the availability and quality of domain datasets).
Examples
- Machine-accessible public sector datasets and application programming interfaces (APIs) supporting AI-enabled services (data.gov.au)
- real-time weather and environmental data feeds supporting emergency management, logistics and climate applications (BoM)
- verified scientific and research knowledge sources accessible for AI-assisted research (ARDC), including through Research Activity ID (RAID).
Indicators
- Number of machine-accessible government and public funded data APIs available for AI-enabled services and decision support
- Reliability and uptime performance of real-time operational data feeds supporting national infrastructure and service delivery
National AI Plan
PLAN COMMITMENT
No commitment
No specific reference to operational or in-life data provision as a capability or integration of AI into live systems needed to unlock Australia's AI capability. No commitment by Government in the Plan represents a missed opportunity. More should be done to build agency and leverage to offset capability gaps elsewhere in the ecosystem.
Stocktake
State of the Nation 2025: Data and AI in Australia. ADAPT. 2025. Accessed February 2026. https://research.adapt.com.au/wp-content/uploads/2025/08/State-of-the-Nation-2025-Data-and-AI-in-Australia.pdf
2025 GovTech Maturity Index. World Bank Group. 2025. Accessed February 2026. https://www.worldbank.org/content/programs/govtech/en/gtmi-2025-update.html
Is the Stocktake missing evidence?
Share additional information for potential future Assessments
