Hardware Matrices for Local LLMs

Excellent for fast 13B-34B model inference and comfortable multi-agent setups. Can offload larger 70B models to system RAM, though 32GB total memory may require careful quantization for smooth performance.

Priced for enthusiasts, this rig delivers a top-tier 16GB VRAM GPU paired with a modern Ultra 7 CPU and robust cooling, making it a powerhouse for demanding local AI workloads without compromising on general gaming or productivity.

Exceptional for heavy local LLM workloads, comfortably handling 30B-70B parameter models with minimal offloading. The 16GB VRAM and modern CPU architecture enable rapid multi-agent orchestration and long-context inference via Ollama or vLLM.

At $2,700, this desktop delivers top-tier VRAM and a next-gen CPU, making it one of the most capable pre-built options for serious local AI development without requiring custom builds.

Excellent for running 13B-34B parameter models natively with fast inference. Handles multi-agent setups and long context windows smoothly, though 70B+ models will rely heavily on CPU offloading.

The high-end desktop form factor with liquid cooling and a 1000W PSU prevents thermal throttling during sustained LLM inference workloads. Paired with a modern Ultra 9 CPU, it efficiently manages RAM offloading and system overhead.

The RTX 5080’s 16GB VRAM paired with the 9800X3D’s massive cache delivers fast 13B–34B inference and handles 70B models efficiently via CPU offloading. 32GB DDR5 ensures smooth multi-agent and long-context workflows without bottlenecking.

This high-budget prebuilt combines a flagship gaming CPU with a modern high-VRAM GPU, offering a rare plug-and-play solution for serious local AI workloads. It justifies the premium price by eliminating the need for custom builds while maximizing inference throughput.

Effortlessly runs 34B models entirely in VRAM and handles 70B-130B parameter models with efficient partial offloading. Ideal for multi-agent orchestration and extended context windows in Ollama or Qwen workflows.

This high-budget build leverages the RTX 5080's 16GB VRAM to maximize local LLM throughput, while the 7800X3D CPU provides excellent system-level responsiveness. It’s a purpose-built inference rig that balances raw GPU power with sufficient system RAM for seamless CPU offloading.

Excellent for running 30B-70B parameter models with heavy offloading, and handles multi-agent workflows smoothly thanks to the 64GB system RAM and fast PCIe SSD.

Packs a powerful modern GPU and ample system memory into a custom build at a competitive high-end price, making it ideal for serious local AI development without the premium laptop markup.

Excellent for fast 13B-34B local inference and multi-agent workflows. Can offload 70B+ models to system RAM, though 32GB total memory may bottleneck heavy quantized offloading.

Combines a top-tier gaming CPU with a 16GB VRAM GPU, making it a capable high-budget foundation for local LLMs despite the VRAM ceiling.

Excellent for running 13B-34B parameter models natively with fast inference. Can handle 70B+ models via CPU offloading, though performance will be limited by RAM bandwidth.

Packs a high-end Ryzen 7 7800X3D and RTX 5080 at a premium price, making it a powerhouse for local AI workloads and gaming. The 32GB RAM meets the baseline, but upgrading to 64GB would significantly improve multi-agent and long-context performance.

Excels at fast 13B–34B model inference and handles 70B+ architectures comfortably with CPU offloading. Ideal for multi-agent workflows and extended context windows thanks to the 32GB system RAM.

Priced aggressively for a next-gen 16GB VRAM desktop, it delivers exceptional local AI throughput without the premium tax of 24GB+ cards. The Ryzen 9 9900X ensures rapid token generation and smooth system responsiveness during heavy offloading tasks.

The 16GB VRAM handles 13B-34B models natively at high speeds, while 64GB system RAM enables smooth offloading for 70B+ parameter models via Ollama or vLLM. Excellent for multi-agent workflows and long-context inference.

At this high budget tier, it delivers a rare combination of top-tier CPU compute and a modern 16GB GPU, making it a future-proof workstation for serious local AI development without compromising on gaming or general performance.

Handles 13B-34B models entirely in VRAM for fast inference, with 64GB system RAM enabling smooth offloading for 70B+ models and multi-agent workflows.

Delivers a rare combination of high VRAM and massive system RAM at this price point, specifically optimized for local LLM inference rather than just gaming.

Exceptional for heavy local LLM inference; the 16GB VRAM on the RTX 5080 comfortably runs 30B-70B models with minimal CPU offloading, while the 9800X3D and 64GB RAM excel at multi-agent orchestration and long-context tasks.

At $3,549, this configuration delivers a premium CPU/GPU/RAM balance specifically tuned for demanding AI workloads, making it a top-tier choice for developers and researchers who need reliable, high-throughput local inference.

Excellent for running 13B-34B parameter models at high speeds, with strong multi-agent and long-context capabilities thanks to the 64GB system RAM for CPU offloading.

Combines a top-tier 24-core CPU with ample RAM and a 16GB VRAM GPU, making it a premium workstation for heavy local LLM inference and development without compromise.

Exceptional for running 70B-130B parameter models with heavy offloading or full VRAM placement. Handles multi-agent workflows and long-context inference (Gemma 4, Qwen) with minimal latency thanks to the 16GB VRAM and 64GB system RAM buffer.

At this high budget tier, it delivers the best balance of desktop-grade CPU power and a modern 16GB VRAM GPU, making it a future-proof foundation for local AI development and heavy model inference.

Handles 13B-34B models natively at high speeds, with 64GB system RAM enabling smooth offloading for 70B+ parameter models via Ollama or vLLM. Excellent for multi-agent workflows and long-context Qwen/Gemma 4 inference.

At $3,999, this desktop delivers a rare combination of next-gen GPU compute and ample system memory, making it a future-proof foundation for heavy local AI workloads without relying on cloud APIs.

Exceptional for running 70B-130B parameter models with heavy offloading, and handles 13B-34B models at blazing fast speeds. The 64GB system RAM and RTX 5080's 16GB VRAM make it highly capable for multi-agent workflows and long-context Ollama/Qwen setups.

At nearly $4,000, this workstation-grade desktop delivers top-tier local AI performance without compromise, pairing a flagship CPU with a next-gen GPU optimized for heavy inference workloads.

Excels at fast 13B-34B local inference and handles multi-agent workflows smoothly. Can offload 70B models to CPU/RAM, though 32GB system memory will be the bottleneck for larger context windows.

Delivers top-tier GPU compute and a high-end gaming CPU with liquid cooling for sustained AI workloads. The premium build and strong component pairing justify the high price for enthusiasts wanting a reliable, all-in-one local AI rig.

The 16GB VRAM on the RTX 5080 paired with 96GB system RAM makes this an excellent rig for running 30B-70B parameter models with heavy context windows or multi-agent setups. CPU offloading will be seamless thanks to the massive DDR5 capacity, ensuring smooth inference even when VRAM fills up.

At this high budget tier, it delivers a rare combination of next-gen GPU VRAM and massive system memory, specifically optimized for demanding local LLM workloads without compromise. The tower form factor ensures robust cooling for sustained inference sessions.

Exceptional for running 70B-130B parameter models with minimal offloading, delivering fast inference for Qwen, Gemma, and multi-agent workflows. The 32GB VRAM and liquid-cooled 9800X3D ensure sustained heavy workloads without thermal throttling.

This build prioritizes maximum VRAM and next-gen CPU performance, making it a powerhouse for serious local AI development and heavy model fine-tuning. The premium price is justified by the rare 32GB GPU tier and enterprise-grade cooling for continuous inference.

Exceptional for running 70B-130B parameter models with minimal offloading, and handles multi-agent workflows or long-context windows effortlessly. The 7800X3D provides excellent CPU preprocessing speed for data pipelines.

At this price point, it delivers flagship VRAM and CPU performance specifically tuned for heavy local AI workloads, avoiding the bottlenecks of lower-tier consumer builds.

With 96GB of dedicated VRAM, this system runs 70B-130B parameter models natively without CPU offloading, delivering exceptional throughput for multi-agent orchestration and long-context reasoning.

Built for serious AI workloads, the massive VRAM and workstation-grade CPU eliminate inference bottlenecks, making it a powerhouse for local LLM research and production despite its premium price.