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Buying AI

Tips and tools

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This guidance offers practical and hands-on tips to get the best results from your AI purchases.

Developed with public sector procurement, project, and technology teams, it builds on the insights of over 50 public sector practitioners and experts.

The guidance is designed to help you no matter where you are on your AI procurement journey. Each piece of content can stand alone. You are welcome to review this guidance from top to bottom, or jump around.

We provide actionable, plain-language information to help you get started with what’s essential when buying AI. We hope this resource will help you filter out what you really need to know from the noise and provide procurement, project, and technology teams with a shared language and vision for working together!

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Procurement pathways chart

Off the shelf

Commercially available tools over/under threshold (such as content creation, basic analytics, email assistance, and basic chatbot interactions)

Customize

Mature AI systems with known applications (such as traffic flow optimization, document processing at scale, or permit processing)

Cloud-based AI platforms for enterprise digital transformation (e.g., collaboration, knowledge management, analytics)

Build

Strategic, complex AI solutions for newer use cases where outcomes matter (such as policy impact modelling, dynamic benefits optimization, or real-time emergency response systems)

Pilot AI solutions for emergent/experimental use cases (such as for smart infrastructure or predictive maintenance or public engagement platforms)

Pre-built AI applications and tools

Enterprise-grade AI models with API integration

Cloud-based AI services and platforms

ML models, custom architectures, specialized training

Pre-trained models with custom fine-tuning capabilities