Hardware to run DeepSeek V4-Pro 1.6T (MoE)
Apr 2026 release. 1.6 T / 49 B active, 1 M-token context. 67.9% Terminal-Bench — top open-weights agent, matches closed frontier on most agentic tasks. Q2 ~430 GB.
Quantization
Availability
Cheapest
Mac Studio M3 Ultra 512 GB
Apple · small desktop
$14,199
tokens / secQ2
235B-MoE 26 t/s
671B-MoE 9.6 t/s
1T-MoE 7.2 t/s
Memory512 GB · 480 usable
Bandwidth819 GB/s
Idle / Active12 W / 220 W
Sticker$14,199
Why: Lowest sticker that still fits DeepSeek V4-Pro 1.6T (MoE) ($14k USD).
📺 Reviews on YouTube
Fastest
DGX B200 — 8× B200 server (1.44 TB HBM3e)
NVIDIA · 10U DGX server
$475,000
tokens / secQ2
235B-MoE 198 t/s
671B-MoE 126 t/s
1T-MoE 108 t/s
Memory1440 GB · 1404 usable
Bandwidth8000 GB/s
Idle / Active900 W / 10200 W
Sticker$475,000
Why: Highest measured tg/s — 71 t/s on DeepSeek V4-Pro 1.6T (MoE)-class models at Q2.
📺 Reviews on YouTube
All-rounder
2× Mac Studio M3 Ultra 512 GB cluster (TB5 / MLX)
Apple · two desktops, Thunderbolt 5 RDMA
$28,400
tokens / secQ2
235B-MoE 35 t/s
671B-MoE 11 t/s
1T-MoE 8.4 t/s
Memory1024 GB · 960 usable
Bandwidth819 GB/s
Idle / Active24 W / 440 W
Sticker$28,400
Why: Top quartile across speed, value, memory headroom, and efficiency — the "buy this if unsure" pick.
Best value
8× RTX Pro 6000 Blackwell server (768 GB)
NVIDIA · 4U server (e.g. SuperMicro AS-4125GS-TNRT)
$78,000
tokens / secQ2
235B-MoE 264 t/s
671B-MoE 90 t/s
1T-MoE 48 t/s
Memory768 GB · 744 usable
Bandwidth1792 GB/s
Idle / Active220 W / 4800 W
Sticker$78,000
Why: Best $/tg-per-second — ~$2,488 per t/s.
Best CUDA
DGX H200 — 8× H200 server (1.13 TB HBM3e)
NVIDIA · 8U DGX / HGX server rack
$380,000
tokens / secQ2
235B-MoE 186 t/s
671B-MoE 120 t/s
1T-MoE 102 t/s
Memory1128 GB · 1100 usable
Bandwidth4800 GB/s
Idle / Active700 W / 6500 W
Sticker$380,000
Why: Strongest CUDA-only software stack among fitting builds.
📺 Reviews on YouTube
Most VRAM
12× RTX Pro 6000 Blackwell rack (1152 GB)
NVIDIA · 8U server rack (multi-node, 1-2 chassis)
$118,000
tokens / secQ2
235B-MoE 312 t/s
671B-MoE 114 t/s
1T-MoE 66 t/s
Memory1152 GB · 1116 usable
Bandwidth1792 GB/s
Idle / Active340 W / 7400 W
Sticker$118,000
Why: 1116 GB usable — most headroom for batching and longer contexts.
Efficient
4× DGX Spark cluster (512 GB unified, CUDA)
NVIDIA · rack of 4 desktops
$19,500
tokens / secQ2
235B-MoE 38 t/s
671B-MoE 13 t/s
1T-MoE 11 t/s
Memory512 GB · 488 usable
Bandwidth273 GB/s
Idle / Active110 W / 920 W
Sticker$19,500
Why: 920 W active — lowest power draw of the fitting builds.
Cheapest
Mac Studio M3 Ultra 512 GB
Apple · small desktop
$14,199
tokens / secQ2
235B-MoE 26 t/s
671B-MoE 9.6 t/s
1T-MoE 7.2 t/s
Memory512 GB · 480 usable
Bandwidth819 GB/s
Idle / Active12 W / 220 W
Sticker$14,199
Why: Lowest sticker that still fits DeepSeek V4-Pro 1.6T (MoE) ($14k USD).
📺 Reviews on YouTube
Every other build that runs DeepSeek V4-Pro 1.6T (MoE)
3 additional builds fit DeepSeek V4-Pro 1.6T (MoE) at Q2_K (480 GB usable minimum), sorted by sticker price.
| Build | Price | Memory | Bandwidth | tg/s (Q2) | Active W | 5-yr power |
|---|---|---|---|---|---|---|
8× Strix Halo cluster (1024 GB unified)AMD · rack of 8 mini-PCs, 10/25 GbE fabric | $23k | 1024 / 768 GB | 256 GB/s | 3.9 t/s | 960 W | $3.4k |
8× DGX Spark cluster (1024 GB unified, CUDA)NVIDIA · rack of 8 desktops, 200 GbE fabric | $44k | 1024 / 976 GB | 273 GB/s | 10 t/s | 1840 W | $7k |
8× H100 80 GB serverNVIDIA · server rack | $280k | 640 / 620 GB | 3350 GB/s | 47 t/s | 5600 W | $20k |
Cheapest
2× Mac Studio M3 Ultra 512 GB cluster (TB5 / MLX)
Apple · two desktops, Thunderbolt 5 RDMA
$28,400
tokens / secQ4
235B-MoE 29 t/s
671B-MoE 9.0 t/s
1T-MoE 7.0 t/s
Memory1024 GB · 960 usable
Bandwidth819 GB/s
Idle / Active24 W / 440 W
Sticker$28,400
Why: Lowest sticker that still fits DeepSeek V4-Pro 1.6T (MoE) ($28k USD).
Fastest
DGX B200 — 8× B200 server (1.44 TB HBM3e)
NVIDIA · 10U DGX server
$475,000
tokens / secQ4
235B-MoE 165 t/s
671B-MoE 105 t/s
1T-MoE 90 t/s
Memory1440 GB · 1404 usable
Bandwidth8000 GB/s
Idle / Active900 W / 10200 W
Sticker$475,000
Why: Highest measured tg/s — 59 t/s on DeepSeek V4-Pro 1.6T (MoE)-class models at Q4.
📺 Reviews on YouTube
All-rounder
12× RTX Pro 6000 Blackwell rack (1152 GB)
NVIDIA · 8U server rack (multi-node, 1-2 chassis)
$118,000
tokens / secQ4
235B-MoE 260 t/s
671B-MoE 95 t/s
1T-MoE 55 t/s
Memory1152 GB · 1116 usable
Bandwidth1792 GB/s
Idle / Active340 W / 7400 W
Sticker$118,000
Why: Top quartile across speed, value, memory headroom, and efficiency — the "buy this if unsure" pick.
Best value
8× DGX Spark cluster (1024 GB unified, CUDA)
NVIDIA · rack of 8 desktops, 200 GbE fabric
$43,500
tokens / secQ4
235B-MoE 42 t/s
671B-MoE 16 t/s
1T-MoE 13 t/s
Memory1024 GB · 976 usable
Bandwidth273 GB/s
Idle / Active220 W / 1840 W
Sticker$43,500
Why: Best $/tg-per-second — ~$5,124 per t/s.
Best CUDA
DGX H200 — 8× H200 server (1.13 TB HBM3e)
NVIDIA · 8U DGX / HGX server rack
$380,000
tokens / secQ4
235B-MoE 155 t/s
671B-MoE 100 t/s
1T-MoE 85 t/s
Memory1128 GB · 1100 usable
Bandwidth4800 GB/s
Idle / Active700 W / 6500 W
Sticker$380,000
Why: Strongest CUDA-only software stack among fitting builds.
📺 Reviews on YouTube
No plug-and-play build fits at Q4_K_M
Only used / DIY / homelab-cluster rigs fit DeepSeek V4-Pro 1.6T (MoE) at this quant. Turn off "Only plug & play" to see them.
Cheapest
12× RTX Pro 6000 Blackwell rack (1152 GB)
NVIDIA · 8U server rack (multi-node, 1-2 chassis)
$118,000
tokens / secQ5
235B-MoE 218 t/s
671B-MoE 80 t/s
1T-MoE 46 t/s
Memory1152 GB · 1116 usable
Bandwidth1792 GB/s
Idle / Active340 W / 7400 W
Sticker$118,000
Why: Lowest sticker that still fits DeepSeek V4-Pro 1.6T (MoE) ($118k USD).
Fastest
DGX B200 — 8× B200 server (1.44 TB HBM3e)
NVIDIA · 10U DGX server
$475,000
tokens / secQ5
235B-MoE 139 t/s
671B-MoE 88 t/s
1T-MoE 76 t/s
Memory1440 GB · 1404 usable
Bandwidth8000 GB/s
Idle / Active900 W / 10200 W
Sticker$475,000
Why: Highest measured tg/s — 49 t/s on DeepSeek V4-Pro 1.6T (MoE)-class models at Q5.
📺 Reviews on YouTube
All-rounder
DGX H200 — 8× H200 server (1.13 TB HBM3e)
NVIDIA · 8U DGX / HGX server rack
$380,000
tokens / secQ5
235B-MoE 130 t/s
671B-MoE 84 t/s
1T-MoE 71 t/s
Memory1128 GB · 1100 usable
Bandwidth4800 GB/s
Idle / Active700 W / 6500 W
Sticker$380,000
Why: Top quartile across speed, value, memory headroom, and efficiency — the "buy this if unsure" pick.
📺 Reviews on YouTube
No plug-and-play build fits at Q5_K_M
Only used / DIY / homelab-cluster rigs fit DeepSeek V4-Pro 1.6T (MoE) at this quant. Turn off "Only plug & play" to see them.
No build fits at Q8_0
DeepSeek V4-Pro 1.6T (MoE) at Q8_0 needs 1728 GB. None of the catalogued builds meet that.
Sources
Last updated 2026-07-11