Guidance for AI proof of concept to scale
Benefits realisation for AI occurs through enterprise integration and not through disparate AI experimentation alone. Technical and organisational shifts are required to break down the biggest barriers of scaling up AI for business, enterprise or wider use.
This guidance assists Australian Government agencies to move beyond isolated artificial intelligence (AI) experiments and achieve meaningful business AI adoption, ensuring that AI delivers value and is embedded responsibly within government operations and services.
It is designed to complement existing Australian Government frameworks and standards, while offering a flexible approach that agencies can adapt to their operational contexts for effective integration across diverse environments.
Lessons from the challenges
Six examples offer practical insights into the importance of co-design, clear expectations, stakeholder engagement, business buy-in and AI integration.