NVIDIA B300・United States Houston

Prices and delivery schedules are for evaluation reference. Actual specifications, availability, and commercial terms are set by the signed contract. Prices, specifications, and availability are confirmed in the signed contract and do not reflect live inventory.

Bare metal is a physical machine with no virtualization layer, so all performance is available, but you manage the operating system and cluster yourself. GPU cloud comes with the environment prepared and activates quickly, but resources are shared with other tenants. Training at long-term full load usually goes to bare metal.

Three things: data residency, network latency, and service hours. When data must not leave the country, equipment location is a hard requirement. Local latency is lower than transoceanic links. The local team keeps the same working hours as the lessee, so fault resolution does not wait on time zones.

Adding GPUs usually means adding nodes, with pricing folded into the original contract and subject to capacity at the time. Removing GPUs is restricted by take-or-pay terms, so in practice the scale is usually adjusted at renewal.

KONST keeps ownership of the equipment. The renter pays for the right to use it, which covers data center space, power, network, and operations. KONST bears the risks tied to purchase funding, residual equipment value, and generation changes.

From the initial operating system installation, KONST sets up the machines, drivers, and base environment, and configures a separate network segment and a dedicated VPN. After that, the renter manages frameworks, scheduling, and data storage on its own.