Your data can't leave the building
of companies surveyed rate data sovereignty as very important.
Sovereign AI infrastructure with a store of applications built for your industry. One platform, from a desk to your private cloud, and nothing leaves your walls.
We work with semiconductor vendors, standards bodies, and teams in regulated industries — the organizations whose documentation is too sensitive, too technical, or too regulated for generic AI.











Whether you're in a regulated industry, scaling a technical product, or running a team that handles sensitive data, these three failure modes show up the same way.
of companies surveyed rate data sovereignty as very important.
forecast rise in AI inference costs per agentic workflow through 2028.
of agentic AI projects predicted to be cancelled by the end of 2027.
AI-in-a-Box
A Dell machine, NVIDIA models and the Understand platform, delivered as one subscription. Your infrastructure, your data, your control.
Dell Pro Max GB10
A team
Three linked GB10
A larger team
Dell Pro Max GB300
An organisation
Dell PowerEdge
Enterprise and private cloud
Platform, applications, models, updates, maintenance and support. The same software, whatever the machine. Start small and scale without rebuilding your apps.
Explore AI-in-a-BoxRequests stay local. An external model is used only by your rules and with your keys.
Per-user access, quotas and context controls.
Token tracking and team limits, without token-based billing.
An inference engine tuned for users and available GPU resources.
Engine monitoring and availability management.
Validate a first use case with Explorer.
Equip your team with a GB10 or a SaaS subscription.
Move to GB300, a rack or your private cloud.
From industry summits to intimate customer dinners, meeting the teams shaping the future of on-premise AI.





How do you use generative AI when your client files can never leave the building? CerFrance Maine-et-Loire, an accounting firm, found its answer in Understand Tech's AI-in-a-Box, an on-premise AI appliance powered by NVIDIA GB300. Today its legal team drafts company statutes in half the time, an AI agent processes 500,000 invoices a year, and the AI budget stays fixed. Not a single client file goes to the cloud.
October 1, 2026Employees paste company data into ChatGPT every day. What leaks, what the account tier changes, and how to run private AI on your own servers.
September 16, 2026When running AI on your own hardware actually pays off, answered through the three questions enterprises keep asking: control, cost, and performance.