Trusted AI Transformation

Trusted AI Transformation

The Infrastructure Reality After AI Works

Amazon SYD15, Sydney, Australia

Hosted by Factor

Overview

As AI moves from innovation to a core business capability, infrastructure shifts from a background concern to a strategic enabler or constraint. As AI use cases scale and deliver value, organizations must recognize the important differences across AI workloads—from building and adapting models to using them in day-to-day operations—each shaping technology and infrastructure decisions with materially different consequences.

Against this backdrop, data sovereignty, regulatory obligations, and the physical distance between data and compute increasingly influence performance and operating costs, were responsiveness drives differentiation.

Drawing on real-world experience across hyperscalers, neo-cloud/sovereign cloud providers, colocation, and on-premise environments, this roundtable examines how leaders are navigating the trade-offs of workload placement as AI scales.

Key Discussion Points:

1. Aligning AI Investment to Business Outcomes

AI infrastructure decisions are no longer technical—they directly determine how quickly and effectively value is realised.

2. Where Data Lives Now Drives What’s Possible

Data location is becoming a strategic constraint, shaping performance, cost, and the feasibility of real-time use cases.

3. Navigating Sovereignty Without Slowing Delivery

Leaders must meet tightening regulatory demands without compromising speed, flexibility, or innovation.

4. The True Cost Curve of AI at Scale

AI doesn’t scale linearly—cost, performance, and usage patterns create new financial pressures that require active management.

5. Retaining Strategic Control in a Multi-Provider World

Avoiding over-dependence on a single provider is now critical to maintaining negotiating power, flexibility, and resilience.

6. From Capability to Operational Discipline

The shift to production AI requires clear ownership, governance, and infrastructure that can support business-critical reliability

What to expect

What we will cover

Agenda

Partners

More events from this host