16/09/2026
LLM pilots are proving useful. The harder question is what happens when 200 users become 20,000.
When two use cases become 2,000, infrastructure becomes a business continuity decision.
And if the business depends on a vendor whose commercial terms could change, that dependency becomes a strategic risk.
Rodrigo Liang, Co-founder and CEO of SambaNova, joins Emerj's Daniel Faggella on the AI Infrastructure Podcast to unpack why enterprises getting this right are building for sovereignty from the start.
That means breadth across models, clouds, and chip architectures, so a service never depends on a single vendor to keep running.
Liang also explains:
• Why regulated firms are keeping customer data inside their own firewalls until regulation settles
• Why the power a legacy data centre can draw now determines which infrastructure it can run
• Why he tells CIOs to start with code generation, the one at-scale use case nearly every company has, and a fast way to learn what AI at scale will cost
• Why business continuity, rather than benchmark performance, is driving multi-vendor infrastructure strategies
• How agentic systems broken into checkable steps give regulated firms the traceability they need
• Why assuming 100% of the business will be AI-enabled changes the infrastructure choices made today
The full episode gives enterprise leaders a clearer view of what AI infrastructure needs to support as adoption moves from pilots to business-critical scale.
https://zurl.co/bVGl9
If your primary AI vendor changed its terms tomorrow, could your business keep running?