Sandbox to Production:
The GenAI Deployment Framework
Your GenAI proof of concept works. But is it ready for production?
A practical framework for financial services leaders to assess whether a GenAI initiative is ready to move from experimentation into a secure, scalable and commercially viable enterprise environment.
Five dimensions of production readiness. One clearer view of what needs to happen next.

Download: Sandbox to Production – The GenAI Deployment Framework
Moving a successful GenAI initiative into production introduces a new set of challenges across technology, data, governance, operations and capability.
This practical framework helps you assess where your initiative stands — and identify the gaps that may need to be addressed before deployment.
INSIDE THE FRAMEWORK, YOU'LL DISCOVER:
- Whether your GenAI initiative has a clear strategic and commercial case for production
- Whether your data, architecture and technology are ready for enterprise deployment
- Where risk, governance, compliance and model oversight need attention
- Whether the operational ownership and processes are in place for go-live
- Whether you have the specialist capability to move from proof of concept to production
What will you assess?
A successful proof of concept is only the beginning. Moving GenAI into an enterprise environment requires more than demonstrating that the technology works. It requires the organisation to be ready to operate, govern, integrate and scale the solution.
Use the framework to assess five critical dimensions of production readiness.

Strategic Readiness
Do you have a clear business case for taking the initiative into production?

Data & Technology Readiness
Can the solution operate reliably within your enterprise environment?

Operational Readiness
Is your organisation ready to run the solution once it goes live?

Do you have the specialist expertise required to get it over the line?
Start with the framework. Then go deeper.
Start with the framework and assess your initiative across five critical dimensions of production readiness. You’ll identify where you’re ready to progress, where gaps remain and what capability, governance or delivery considerations may need to be addressed before moving into production.

The Strategic Case for Team Augmentation to Accelerate Project Delivery.
When a project needs capability now, waiting for permanent recruitment isn't always an option.
Explore how flexible team augmentation can help organisations close specialist capability gaps, strengthen delivery capacity and maintain project momentum without adding permanent headcount.
Want to talk through your assessment?
If your framework highlights a capability or delivery gap, our team can help you explore what may be driving it and what type of specialist support could help move your initiative forward.
Enterprise Group Consulting works with organisations to strengthen delivery capability in complex transformation, technology and operational initiatives.
We provide experienced specialists who integrate into existing teams and help move critical programs forward.

1 in 5
GenAI solutions make it to production in Australia.
28%
of Australian organisations have moved 40%+ of their AI pilots into production.
61%
of Australian organisations report AI is improving efficiency.

Get your free framework today
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