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
| 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
| 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
| 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
| Group | Builds | Share |
|---|---|---|
| ASRock Rack ROMED8-2T most common | 3 | 25% |
| Other (one build each) | 6 | 50% |
| Unknown | 3 | 25% |
Platform
| 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
| Group | Builds | Share |
|---|---|---|
| Risers | 13 | 41% |
| No risers | 2 | 6% |
| Unknown | 17 | 53% |
Riser type
| 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
| Group | Builds | Share |
|---|---|---|
| Single PSU | 14 | 44% |
| Multiple PSUs | 9 | 28% |
| Unknown | 9 | 28% |
Frame
| Group | Builds | Share |
|---|---|---|
| Case | 21 | 66% |
| Open frame | 7 | 22% |
| Unknown | 4 | 13% |
Parts the builders chose most
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| Part | Buy US | Buy DE | Buy UK |
|---|---|---|---|
| NVIDIA GeForce RTX 3090 (Founders Edition) | |||
| ASRock Rack ROMED8-2T | not available |
Every build
| 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.
- https://forum.level1techs.com/t/dual-psu-safety-on-romed8-2t-with-4x-3090/246583
- https://forum.level1techs.com/t/llm-inference-workstation-4x-rtx6000-blackwell-pro-max-q-384gb-vram-threadripper-pro-7985wx-wrx90e-sage-se-512gb-ram-1700w/252181
- https://ahmadosman.com/blog/serving-ai-from-the-basement-part-i/
- https://nonint.com/2022/05/30/my-deep-learning-rig/
- https://www.mov-axbx.com/wopr/wopr_concept.html
- https://jbarrow.ai/2026-05-18-gpu-workstation/
- https://github.com/jamesob/local-llm
- https://a16z.com/building-a16zs-personal-ai-workstation-with-four-nvidia-rtx-6000-pro-blackwell-max-q-gpus/
- https://muellerzr.github.io/blog/workhorse
- https://rentry.org/Mikubox-Triple-P40
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