Community Builds Survey

What people actually put in multi-GPU local-AI machines, counted from builds their owners documented in public, each linked to its write-up.

VRAMRig has no rig of its own. In place of a build log, this page gathers multi-GPU local-AI machines that their owners wrote up in public with a parts list, and counts what they used. Every row in the build table links to the write-up it came from, and every finding that matches a Catalog Part links to that Part.

What stands out

  • The used RTX 3090 is still the card people stack. It leads the GPU table by a wide margin, well ahead of the RTX 4090. Its 24 GB of VRAM at a used-market cost is hard to beat for stacking.
  • Bigger builds move to server boards. The ASRock Rack ROMED8-2T is the most common board, both overall and in the 4-GPU builds, and EPYC on SP3 is the most common platform. A row of full x16 slots and plenty of PCIe lanes from a used server CPU is hard to match on a desktop board.
  • Desktop platforms stay in smaller builds. Ryzen and Core boards show up mostly in two- and three-GPU machines.
  • Power splits by size. Most two- and three-GPU builds run one large supply. Every build with more than four GPUs that names its power runs several.
  • Most builds sit in a case. Open frames are a minority, though “case” here includes mining chassis and used OEM servers.

How to read it

Write-ups go quiet on risers and power more than anything else, so the Unknown rows in those tables are large. Read the riser shares as a floor: of the builds that say, nearly all use a riser or cable of some kind, and the types vary widely.

Not every build was made for LLMs. A few are deep-learning training rigs and one is a zkML rig. They’re counted anyway, because the hardware choices are the same ones an inference build faces.

The sample is small. Treat the tables as a picture of what documented builds used, not as market share. Every share counts every build in its table, Unknown included.

What the builds used

GPUs per build

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
2 GPUs 9 28%
3 GPUs 5 16%
4 GPUs 12 38%
5 GPUs 1 3%
7 GPUs 1 3%
8 GPUs 4 13%

GPU model

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
NVIDIA GeForce RTX 3090 (Founders Edition) most common 11 34%
NVIDIA GeForce RTX 4090 (Founders Edition) 5 16%
NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 2 6%
Tesla P40 2 6%
Other (one build each) 12 38%

Motherboard

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
ASRock Rack ROMED8-2T most common 6 19%
ASUS Pro WS WRX90E-SAGE SE 2 6%
Other (one build each) 20 63%
Unknown 4 13%

Motherboard in 4-GPU builds

Share of the 12 builds with 4 GPUs.
Group Builds Share
ASRock Rack ROMED8-2T most common 3 25%
Other (one build each) 6 50%
Unknown 3 25%

Platform

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
AMD EPYC 7002 (SP3) most common 7 22%
AMD Ryzen 7000 (AM5) 4 13%
AMD EPYC 7003 (SP3) 3 9%
AMD Threadripper PRO 7000WX (sTR5) 3 9%
Intel Xeon E5 v4 (LGA2011-3) 3 9%
AMD Ryzen 5000 (AM4) 2 6%
Other (one build each) 9 28%
Unknown 1 3%

Riser use

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
Risers 13 41%
No risers 2 6%
Unknown 17 53%

Riser type

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
bifurcated riser (Maxcloudon) 2 6%
None (no risers) 2 6%
PCIe 4.0 x16 riser cable 2 6%
Other (one build each) 9 28%
Unknown 17 53%

Power supplies

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
Single PSU 14 44%
Multiple PSUs 9 28%
Unknown 9 28%

Frame

Share of the 32 builds with 2 or more GPUs.
Group Builds Share
Case 21 66%
Open frame 7 22%
Unknown 4 13%

Parts the builders chose most

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Every build

Every included build, one row each; each row links to the public write-up it came from.
GPUs GPU model Board Platform PSU Risers Frame Source
8 4x RTX 3090 + 2x RTX 4090 + 2x RTX 5060 Ti Gigabyte MZ32-AR0 AMD EPYC 7002 (SP3) Unknown PCIe x16 riser cables + PCIe 3.0 x1 USB risers Unknown digitalspaceport.com
8 RTX 3090 ASRock Rack ROMED8-2T AMD EPYC 7003 (SP3) 3x 1600W Unknown Unknown ahmadosman.com
8 RTX 3090 ASRock ROMED8-2T AMD EPYC 7002 (SP3) 3x 1600W bifurcated riser (Maxcloudon) open frame nonint.com
8 RTX 3090 ASUS Pro WS WRX80E-SAGE SE WIFI AMD Threadripper PRO Unknown PCIe bifurcation splitter (x8/x8) Unknown github.com
7 RTX 4090 ASRock Rack ROMED8-2T AMD EPYC 7003 (SP3) 4x 1000W PCIe 5.0 riser cable + MCIO retimer adapters open frame mov-axbx.com
5 RTX 4090 ASUS Pro WS WRX90E-SAGE SE AMD Threadripper PRO 7000WX (sTR5) 2x 1600W/1200W PCIe 4.0 x16 riser cable Corsair Obsidian 1000D forum.level1techs.com
4 Radeon AI PRO R9700 ASRock WRX80 Creator R2.0 AMD Threadripper PRO 5000WX (sWRX8) 1x 2200W Unknown Silverstone RM51 forum.level1techs.com
4 RTX 2080 Ti ASRock X399 Taichi AMD Threadripper 2000 (TR4) 1x 1600W Unknown Cooler Master C700M clemenswinter.com
4 RTX 3090 Unknown AMD EPYC 7002 (SP3) Unknown Unknown Unknown portfolio-v2-6cj.pages.dev
4 RTX 3090 Supermicro H12SSL-I-O AMD EPYC 7002 (SP3) Unknown bifurcated riser (Maxcloudon) AAAWave 12-GPU case techpractice.substack.com
4 RTX 3090 ASRock Rack ROMED8-2T AMD EPYC 7002 (SP3) 2x 1600W/1200W PCIe 4.0 x16 riser cable open frame forum.level1techs.com
4 1x RTX 3090 + 3x RTX A4000 Gigabyte B650 Eagle AX AMD Ryzen 7000 (AM5) 1x 1000W Unknown Silverstone FARA R1 V2 dynamicsubspace.net
4 RTX 3090 Ti ASRock Rack ROMED8-2T AMD EPYC 7002 (SP3) 1x 1650W Unknown mining chassis (model not stated) jbarrow.ai
4 RTX PRO 6000 Blackwell Max-Q GIGABYTE MH53-G40 AMD Threadripper PRO 7000WX (sTR5) 1x 1650W Unknown Extended ATX case (model not stated) a16z.com
4 RTX PRO 6000 Blackwell Max-Q ASUS Pro WS WRX90E-SAGE SE AMD Threadripper PRO 7000WX (sTR5) 1x 1700W Unknown Corsair Obsidian 1000D forum.level1techs.com
4 RTX PRO 6000 Blackwell Workstation ASRock Rack ROMED8-2T AMD EPYC 7003 (SP3) 2x 1700W SlimSAS via PCIe switch open frame github.com
4 Tesla P40 Unknown Intel Xeon E5 v4 (LGA2011-3) Unknown Unknown Penguin Computing 2U rack-mount server tinycomputers.io
4 Tesla V100 16GB SXM2 Unknown Intel Xeon E5 v4 (LGA2011-3) 3x (two 1100W, third not stated) Unknown Gigabyte T180-G20 server blbadger.github.io
3 RTX 3090 Supermicro H12SSL-i AMD EPYC 7002 (SP3) 1x 1600W none Phanteks Enthoo Pro II forum.level1techs.com
3 1x RTX 3090 + 2x Tesla P40 ASUS ROG Strix B650-E AMD Ryzen 7000 (AM5) 1x 1200W Unknown NZXT H9 Mid-Tower japeto.ai
3 RTX 3090 Gigabyte X399 Aorus Pro AMD Threadripper 1000 (TR4) 2x 750W PCIe x16 extender cable 30 cm open frame samsja.github.io
3 RTX PRO 4000 Blackwell ASUS ProArt X870E-Creator WiFi AMD Ryzen 9000 (AM5) 1x 1000W Unknown Cooler Master QUBE 540 eafx.com
3 Tesla P40 Unknown Intel Xeon E5 v4 (LGA2011-3) Unknown Unknown Dell T7910 rentry.org
2 1x RTX 3090 + 1x GTX 1060 ASUS Pro WS X570-ACE AMD Ryzen 5000 (AM4) 1x 1000W Unknown Cooler Master HAF XB EVO forum.level1techs.com
2 RTX 3090 MSI TRX40 PRO 10G AMD Threadripper 3000 (sTRX4) Unknown Unknown Fractal case (model not stated) jonready.com
2 RTX 3090 MSI X570 Unify AMD Ryzen 5000 (AM4) 1x 1600W Unknown open frame hav4ik.github.io
2 1x RTX 3090 + 1x RTX 5090 Supermicro M12SWA-TF AMD Threadripper PRO 3000WX (sWRX8) 1x 2000W Unknown ASUS ProArt PA602 tuananh.net
2 RTX 3090 X570 (model not stated) Unknown Unknown PCIe 4.0 riser cable (LINKUP Extreme 4+ 45cm) Phanteks Enthoo 719 den.dev
2 RTX 4090 MSI MPG X670E CARBON AMD Ryzen 7000 (AM5) 1x 1600W PCIe 4.0 x16 riser cable (Phanteks FL60) Phanteks 620PC Full Tower syhya.github.io
2 RTX 4090 ASUS ProArt X670E-Creator AMD Ryzen 7000 (AM5) 1x 1650W none Thermaltake Core P6 muellerzr.github.io
2 RTX 4090 ASUS ROG Z790 Intel Core 13th gen (LGA1700) Unknown PCIe extension cable Cooler Master Cosmos 700M sergeynog.substack.com
2 Tesla V100 32GB Machinist D8 MAX X99 Intel Xeon E5 v3 (LGA2011-3) 2x 750W SFF-8654 cables via PLX8749 expansion card open frame hackster.io

How we collected these

  • Included: builds with a public text write-up and a parts list, running at least 2 GPUs. Single-GPU builds in the dataset (kept as basis builds for the build tiers) are left out.
  • Collected on 2026-11-11 from public build write-ups dated May 2020 to July 2026; some pages show no date.
  • Grouping ignores case, spacing and punctuation, and uses the Catalog Part when a build names one. A field the source does not state is counted as Unknown.
  • Reddit and Medium pages could not be read this round, so the sample leans toward forum threads and personal blogs.

Last reviewed