



Same build quality, two heights. Switch between them to see what your workload actually needs.



It comes down to two things: how much cooling you need, and whether you need a discrete graphics card. A 4U has the height for big coolers, liquid cooling and full graphics cards. A 2U doesn't, so it stays with lighter work. We match the size to your workload so you don't pay for space you won't use.
Good for networking, NAS, firewalls and light virtualization.
Built for AI, GPU compute, rendering and heavy virtualization.
Need a graphics card? Go 4U. If not, a 2U does the same job for less.
| Spec | 2U · K245F | 4U · M445F-17 |
|---|---|---|
| Height | 89 mm | 178 mm |
| Motherboard | ATX, MATX, ITX | ATX, MATX, ITX |
| Discrete graphics | Integrated only | Multiple full-height, ≤360 mm |
| Expansion slots | 3 full-height + 4 half-height | 7 full-height |
| Liquid cooling | No | 360 AIO (also 240 / 120) |
| CPU cooler height | ≤70 mm | ≤150 mm |
| Stock fans | 2× 80 mm | 2× 120 mm front + 2× 80 mm rear mounts |
| Drive bays | 3× 3.5" or 1× 2.5" + 2× 3.5" | 3× 3.5" or 2× 3.5" + 2× 2.5" |
| Power supply | ATX | ATX, redundant optional |
| Material | 1.2 mm galvanized steel | 1.2 mm galvanized steel |
| Weight (net) | 6.3 kg | 9.0 kg |
| Best for | Networking, NAS, firewall, light VMs | AI, rendering, virtualization, heavy compute |
Only relevant if you're running AI models. If that's you: a model has to fit into the graphics card's memory before it runs, so VRAM decides what you can run, and it's the easiest place to overspend. Here's roughly what each size handles.
| GPU memory | Runs (4-bit inference) | Fine-tuning | Typical use |
|---|---|---|---|
| 16 GB | Up to ~14B comfortably. 32B only with offload (slow). | LoRA on 7 to 8B | Chatbots, RAG, coding assistants |
| 24 GB | Up to ~32B. 70B tight. | LoRA up to ~13B | Local dev, mid-size models |
| 32 GB | 32B with long context. 70B with offload. | LoRA up to ~30B | Single-card high end |
| 48 GB | 70B comfortably. | Full fine-tune of small models | 70B-class inference on one card |
| 96 GB+ | 70B at higher precision, 120B+ at 4-bit. | Serious fine-tuning | Production serving and training |
These are practical guides for 4-bit models at moderate context. Exact fit depends on the model, quantization and context length.
Standard ATX internals, not proprietary parts. Whatever we put in, you can service or upgrade later without going back to one vendor.

Takes a standard ATX, MATX or ITX board on a normal ATX power supply. Nothing proprietary, so you choose the parts.

Room for spinning disks and SSDs in the same box, so you can run capacity and speed together.

Heat is what kills a server that runs around the clock. Both sizes pull air front to back through a filtered intake you can clean in seconds.
Hit us with your hardest questions and we promise to answer you on the same day.
PS: We work all days of the week.
We've built more than 13,000 machines since 2018, and the most common thing we do is talk people out of overspending. Tell us the workload. We size the chassis, cooling and graphics to match it, build it in 1 to 2 days, and back it for 3 years.
