For government

Find a useful place for AI.

Start with a workflow you want to improve. Work through the opportunity, the data and the systems it needs to fit.

Where is the work getting difficult?

Perhaps staff spend time finding information, moving data between systems, or checking AI-generated answers. Bring one example and what you want to improve.

For program leaders

Tell me about the service need, who it affects and how you’d judge an improvement. I’ll help you work out whether AI is a useful fit and what a first step could be.

For technical teams

We work through data access, existing systems and integration options together, and test any software or data connection against your environment and constraints.

Inspectable evidence

Connecting tools to public data

Inspect a connector that lets AI tools search and query open-data catalogues. It uses the Model Context Protocol (MCP) with CKAN, software used to publish data portals.

John’s WA data MCP repository is a public fork of ondata’s CKAN MCP server. The underlying connector is upstream work; this is not evidence of a commissioned agency deployment.

Read the code and setup guide

Explore the hospital data example

Looking for research tools?