Designing AI knowledge systems for public institutions
What changes when an AI assistant has to answer on behalf of an institution — controlled sources, audience classification and accountability.
Insights
Insights
Practical writing from our project work — how we design AI knowledge systems, monitoring platforms and digital services for real institutional environments.
Structuring documents for reliable RAG systems
Why document preparation matters more than model choice, and how we structure source content before any retrieval layer is built.
Building monitoring dashboards for multi-stakeholder programmes
Lessons from consolidating indicators across many responsible institutions into one consistent, maintainable reporting view.
What hospitality taught us about digital service design
Seasonal teams, real-time guest communication and operational pressure — and what that experience transfers to institutional services.
From prototype to institutional deployment
The gap between a working demo and a system an institution can adopt: documentation, roles, integration and support.