AI GlossaryㅇInfrastructure and chips
On-premises
A setup where a company buys and runs its own servers and equipment inside its own facilities, instead of renting them from the cloud
In plain words
On-premises means a company buys computer servers or AI chips outright and installs them inside its own building, rather than renting that computing power. Think of it like buying a DVD player and discs to watch movies at home, instead of streaming from Netflix. The upfront cost is high, but you manage everything yourself, and your data never leaves your hands.
Cloud computing, by contrast, means renting computers sitting in someone else's data center over the internet. You only pay for what you use, which is convenient, but some organizations are uncomfortable with their data being stored on another company's servers. That's why banks, government agencies, and companies handling sensitive data often prefer on-premises setups.
In the AI era, this distinction matters more than ever. Running large AI models requires massive numbers of expensive computer chips, and deciding whether to rent that capacity from the cloud or buy it outright for your own facility has become a major strategic choice for companies.
How it shows up in the news
In the article, NVIDIA breaks down its data center revenue and explains that it wants to "distinguish between demand from AI-native cloud providers, sovereign AI, and on-premises enterprises." Here, on-premises refers to demand from companies that buy AI chips directly and install them in their own facilities, rather than cloud providers. It helps to remember that this is the opposite concept of renting from the cloud.
See also
Stories using this term
- LTX-2.5, open video generation model runs on a single consumer RTX GPUAI · 2026.08.12
- Dell sets quarterly record with $60.9 billion in AI server ordersBusiness · 2026.09.08
- OpenAI Reveals Frontier Companies' Token Gap Has Widened to 8.3xAI · 2026.09.02
- Ai2 expands partnership with Hugging Face, triples storage capacityAI · 2026.08.11
- Mobileye Cuts Ticket Handling Time 90% With AI AgentBusiness · 2026.08.06
- Gemini's share plunges from 12% to 1.9% as Anthropic triplesBusiness · 2026.08.13
