Pre-installed hardware

A local system, ready for your models.

Compare sourced configurations, see which published model variants fit, and ask us to prepare a quote. A machine of your own is the most sovereign option: your data never leaves it.

01

Privacy

Prompts and decisions stay inside your deployment boundary when the machine and service are configured locally.

02

Latency

Inference does not need a network round trip to a hosted model. Measure it on your intended device.

03

Cost at scale

Compare a known hardware purchase and operating cost with the per-call costs of hosted inference.

04

Offline and air-gapped

After downloading model files, an isolated system can serve without an external model connection.

Selected model: Jeff-1.0-Large

NVIDIA RTX PRO 6000 Blackwell (96 GB) workstation Compatibility depends on the model variant and the target configuration.

View model requirements →

Device classes

Compare sourced hardware

Prices use the median sourced street price in each currency. Indicative quotes include pre-installation, burn-in testing, support and our margin, rounded up to an amount ending in 9. Shipping and VAT are excluded.

Apple Silicon

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Install tested: none on listed devices; no recorded recipe test matches this platform and memory tier. Recipe available but unverified for decider-12b v2, Imajev-4B, Jevify Gemma 4 26B-A4B, NeoHorse Jev 4B, plus 2 more. Listed devices are fit estimates.

Apple Silicon

Apple Mac mini M6 (16 GB, 256 GB)

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Memory: 16 GB (unified)

$1,799 indicative

Price sources (1)

€2,099 indicative

Price sources (1)

Apple Silicon

Apple Mac mini M5 Pro (15-core CPU, 16-core GPU, 24 GB, 512 GB)

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Memory: 24 GB (unified)

$3,399 indicative

Price sources (1)

€3,999 indicative

Price sources (1)

Apple Silicon

Apple Mac mini M5 Pro (18-core CPU, 20-core GPU, 64 GB, 1 TB)

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Memory: 64 GB (unified)

$3,799 indicative

Price sources (1)

€4,439 indicative

Price sources (1)

Apple Silicon

Apple Mac Studio M5 Max (18-core CPU, 32-core GPU, 36 GB, 512 GB)

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Memory: 36 GB (unified)

$4,999 indicative

Price sources (1)

€5,269 indicative

Price sources (1)

Apple Silicon

Apple Mac Studio M5 Max (18-core CPU, 40-core GPU, 64 GB, 1 TB)

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Memory: 64 GB (unified)

$5,439 indicative

Price sources (1)

€6,429 indicative

Price sources (1)

Apple Silicon

Apple Mac Studio M5 Ultra (30-core CPU, 64-core GPU, 96 GB, 1 TB)

Mac mini and Mac Studio configurations. Unified memory is the installed memory for each listed configuration.

Memory: 96 GB (unified)

$9,649 indicative

Price sources (1)

€9,859 indicative

Price sources (1)

GPU workstation

Complete desktop systems with a dedicated NVIDIA GPU.

Install tested: recorded checks on Bobcat Flash 1.2 on NVIDIA RTX PRO 6000 Blackwell Server Edition, RunPod, 2026-10-10: full dm-local install, self-test, 5 local requests, uninstall; Cygnet on NVIDIA RTX PRO 6000 Blackwell Server Edition, RunPod, 2026-10-10: full dm-local install, self-test, 5 local requests, uninstall; decider-12b v2 on NVIDIA RTX PRO 6000 Blackwell Server Edition, RunPod, 2026-10-10: full dm-local install, self-test, 5 local requests, uninstall; decisio v0.8.0 on gemma-4-31B-it on NVIDIA RTX PRO 6000 Blackwell Server Edition, RunPod, 2026-10-10: full dm-local install, self-test, 5 local requests, uninstall; plus 7 more. Listed devices are fit estimates; the hardware names above identify the recorded test systems.

GPU card street price plus a base system with CPU, 64–128 GB RAM, 2 TB NVMe, PSU, and case.

GPU workstation

NVIDIA GeForce RTX 5090 (32 GB) workstation

Complete desktop systems with a dedicated NVIDIA GPU.

Memory: 32 GB (vram)

$14,689 indicative

Price sources (1)

DGX Spark class

A 128 GB NVIDIA GB10 system. Compatibility is checked for each model on request.

Install tested: none on listed devices; no recorded recipe test matches this platform and memory tier. Listed devices are fit estimates.

DGX Spark class

ASUS Ascent GX10 (GB10, 1 TB SSD)

A 128 GB NVIDIA GB10 system. Compatibility is checked for each model on request.

Memory: 128 GB (unified)

$5,939 indicative

Price sources (1)

DGX Spark class

Dell Pro Max GB10, HP ZGX Nano, Lenovo, MSI GB10 boxes

A 128 GB NVIDIA GB10 system. Compatibility is checked for each model on request.

Memory: 128 GB (unified)

No sourced price is available for this configuration. Ask us to confirm availability and pricing.

Jetson Orin edge

Compact NVIDIA edge systems for small quantised models.

Install tested: none on listed devices; no recorded recipe test matches this platform and memory tier. Listed devices are fit estimates.

Jetson Orin edge

NVIDIA Jetson AGX Orin 64 GB Developer Kit

Compact NVIDIA edge systems for small quantised models.

Memory: 64 GB (unified)

$6,139 indicative

Price sources (1)

Strong Android device

A high-end Android phone for small on-device models.

Install tested: none on listed devices; no recorded recipe test matches this platform and memory tier. Listed devices are fit estimates.

Strong Android device

Samsung Galaxy S26 Ultra (256 GB model)

A high-end Android phone for small on-device models.

Memory: 12 GB (ram)

$1,989 indicative

Price sources (1)
How we price this

For each currency, we take the median of the sourced street prices, add pre-installation, burn-in testing, support and our margin, then round upward to an amount ending in 9. For GPU workstations, the street price includes the GPU card plus a USD 1,500 / EUR 1,400 base system: CPU, 64–128 GB RAM, 2 TB NVMe, PSU, and case. The final quote is confirmed by email.

Model fit

Which hardware for which model

Suggestions use an executable recipe and recorded memory requirements. A tested recipe may have been tested on different hardware; each listed device is a fit estimate.

ModelSmallest fitting optionIndicative priceInstall checkDetails
AutoJev-27BNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe ready · unverified; this device is a fit estimateModel requirements →
Bobcat Flash 1.2NVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
CygnetNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
decider-12b v2Apple Mac mini M5 Pro (18-core CPU, 20-core GPU, 64 GB, 1 TB)
64 GB unified
$3,799Recipe ready · unverified; this device is a fit estimateModel requirements →
decisio v0.8.0 on gemma-4-31B-itNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
deck-31BNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
H2O-Lightning-4B v1.1NVIDIA GeForce RTX 5090 (32 GB) workstation
32 GB vram
$14,689Recipe tested on other hardware; this device is a fit estimateModel requirements →
Imajev-4BApple Mac mini M6 (16 GB, 256 GB)
16 GB unified
$1,799Recipe ready · unverified; this device is a fit estimateModel requirements →
Jeff-1.0-LargeNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
Jev-OmniNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe ready · unverified; this device is a fit estimateModel requirements →
Jevify Gemma 4 26B-A4BApple Mac Studio M5 Ultra (30-core CPU, 64-core GPU, 96 GB, 1 TB)
96 GB unified
$9,649Recipe ready · unverified; this device is a fit estimateModel requirements →
JPT-4BNVIDIA GeForce RTX 5090 (32 GB) workstation
32 GB vram
$14,689Recipe ready · unverified; this device is a fit estimateModel requirements →
NeoHorse Jev 4BApple Mac mini M5 Pro (15-core CPU, 16-core GPU, 24 GB, 512 GB)
24 GB unified
$3,399Recipe ready · unverified; this device is a fit estimateModel requirements →
Quyet-1.0-LargeApple Mac Studio M5 Ultra (30-core CPU, 64-core GPU, 96 GB, 1 TB)
96 GB unified
$9,649Recipe ready · unverified; this device is a fit estimateModel requirements →
reflex 4BApple Mac mini M5 Pro (18-core CPU, 20-core GPU, 64 GB, 1 TB)
64 GB unified
$3,799Recipe ready · unverified; this device is a fit estimateModel requirements →
René-1 31B FP8NVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
shisa-de-1NVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe ready · unverified; this device is a fit estimateModel requirements →
Surogate Rune 26B-A4B v3NVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
torchcast-decision-12bNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe tested on other hardware; this device is a fit estimateModel requirements →
Xor 26B-A4BNVIDIA RTX PRO 6000 Blackwell (96 GB) workstation
96 GB vram
$29,109Recipe ready · unverified; this device is a fit estimateModel requirements →

Swipe horizontally to see all model details.

Cloud and remote GPUs

Use a GPU you already rent

For each model, this lists the least expensive sourced instance with enough recorded GPU memory. Prices change; check before renting.

ModelRecommended VRAMCheapest matching instancePriceSource and date
AutoJev-27B80 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
Bobcat Flash 1.280 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
Cygnet48 GBRunPod · L40S community
L40S · 48 GB
$0.79/hPrice source · 2026-10-09 · not stated (API)
decider-12b v264 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
decisio v0.8.0 on gemma-4-31B-it48 GBRunPod · L40S community
L40S · 48 GB
$0.79/hPrice source · 2026-10-09 · not stated (API)
deck-31B80 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
H2O-Lightning-4B v1.124 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
Imajev-4B12 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
Jeff-1.0-Large80 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
Jev-Omni48 GBRunPod · L40S community
L40S · 48 GB
$0.79/hPrice source · 2026-10-09 · not stated (API)
Jevify Gemma 4 26B-A4B64 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
JPT-4B12 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
NeoHorse Jev 4B12 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
Quyet-1.0-Large80 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
reflex 4B12 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
René-1 31B FP848 GBRunPod · L40S community
L40S · 48 GB
$0.79/hPrice source · 2026-10-09 · not stated (API)
shisa-de-164 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
Surogate Rune 26B-A4B v380 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)
torchcast-decision-12b48 GBRunPod · L40S community
L40S · 48 GB
$0.79/hPrice source · 2026-10-09 · not stated (API)
vjev-vision12 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
Winnow-12B Q816 GBRunPod · RTX 4090 community
RTX 4090 · 24 GB
$0.34/hPrice source · 2026-10-09 · not stated (API)
Xor 26B-A4B64 GBRunPod · A100 80GB PCIe secure
A100 · 80 GB
$1.79/hPrice source · 2026-10-09 · not stated (API)

Swipe horizontally to see all cloud price and source details.

Availability, region, storage, and egress can change the total cost. Check the provider’s current listing before renting.

Request a setup

Tell us what you need

We will check the requested configuration and reply with an indicative quote. Final pricing depends on availability, shipping, and VAT.

Models
Pre-installed hardware — Decision Models