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Hardware Guide for AI

Learn about GPUs, VRAM requirements, and hardware specifications for running AI models locally.

Why Hardware Matters

Running AI models locally requires powerful hardware. The right GPU can make the difference between a smooth experience and frustrating performance.

Performance

Faster GPU = faster token generation and real-time responses

Model Support

More VRAM = ability to run larger, more capable models

Quality

Higher precision (FP16) = better output quality

VRAM Requirements

VRAM is the most important factor when choosing a GPU for AI. Different models require different amounts of VRAM to run effectively.

Model SizeMinimum VRAMRecommended VRAMExample Models
7B8GB12GB+Llama 3.2 7B, Mistral 7B, DeepSeek-Coder 7B
13B-14B16GB24GB+Llama 3.2 14B, DeepSeek V3, Qwen 14B
30B-70B32GB48GB+Llama 3.1 70B, GLM-4.7-flash 30B, Mixtral 8x7B

GPU Tiers

Entry Level

$300-$700
VRAM:8-12GB

Best for:

Small models (3-7B), basic coding assistants

Examples:

  • RTX 3060 12GB
  • RX 7600 XT 16GB
  • M2/M3 16GB+

Mid-Range

$700-$1,500
VRAM:16-24GB

Best for:

Medium models (13-14B), advanced coding, image generation

Examples:

  • RTX 4070 16GB
  • RTX 4070 Ti 16GB
  • M4 24GB+

High-End

$1,500-$3,000
VRAM:24-32GB

Best for:

Large models (30-70B), research, complex tasks

Examples:

  • RTX 4090 24GB
  • RTX 5090 32GB
  • M4 Max 128GB+

Setup & Troubleshooting

Before You Start

  • Update GPU drivers to the latest version
  • Install CUDA Toolkit (NVIDIA) or ROCm (AMD)
  • Ensure sufficient cooling and power supply
  • Download quantized models for better performance

Optimizing Performance

  • Use 4-bit or 8-bit quantized models to save VRAM
  • Enable GPU acceleration in your AI software
  • Monitor VRAM usage to prevent out-of-memory errors
  • Use flash attention for faster inference

GPU Recommendations

Based on your budget and use case, here are our top GPU recommendations for AI.