V812-012R MSI Nvidia GeForce RTX 4060 8GB GDDR6 2490MHz 272GB/s GPU

Compact Full-Height Dual-Slot PCIe GPU Add-in Card optimized for edge inference and SFF workstations with the V812-012R

The V812-012R is an MSI PCIe add-in graphics card based on NVIDIA GeForce RTX 4060 (Ada Lovelace), targeting dense workstation and edge deployments where full-height compatibility and short card length are mandatory. Its 4th Gen Tensor and 3rd Gen RT capabilities enable efficient AI-assisted pipelines while maintaining a controlled 115W power profile suited to constrained chassis and managed power budgets.

Built on a PCIe 4.0 x8 electrical interface in an x16 mechanical slot, the V812-012R balances host bandwidth with broad platform compatibility and predictable lane allocation for multi-device systems. The 8GB GDDR6 memory on a 128-bit bus supports responsive viewport and inference workloads that fit within compact VRAM footprints, while modern driver and API support (DirectX 12 Ultimate, Vulkan 1.3, OpenGL 4.6) preserves application interoperability. For visualization and capture workflows, the V812-012R exposes 3x DisplayPort 1.4a and 1x HDMI 2.1a for up to 4 displays with 8K UHD output capability.

Why Choose the V812-012R?

The V812-012R delivers a high density-to-performance ratio for edge AI inference, CAD/DCC acceleration, and encode/stream pipelines in full-height but space-limited systems. Its short 167 mm dual-slot ITX form factor, single-fan axial cooling, and 1x 8-pin auxiliary power simplify integration into SFF workstations and compact servers while maintaining enterprise-relevant stability under continuous duty cycles.

MSI applies a pragmatic engineering approach focused on mechanical fit, thermal stability, and long-term component reliability, aligning the platform with modern data centre and edge standards for predictable deployment, validated firmware behaviour, and consistent driver maturity across supported operating environments.

Key Applications:

• Edge AI video analytics and inference
• Light model serving and GPU acceleration
• CAD/DCC viewport acceleration
• Encoding, transcoding, and streaming
• SFF workstations and compact desktops

At Happyware - Server Hardware you benefit from non-binding offers tailored precisely to your deployment and integration requirements for the V812-012R, enabling faster procurement alignment across projects. For long-lived workstation and edge rollouts, an extended warranty up to 6 years provides additional planning security for the V812-012R lifecycle.