NVIDIA vs AMD for Local AI: What the Gap Actually Costs
AMD's hardware is competitive and its software is not — but how much that matters depends entirely on whether you are generating text or images.
GPUs
Graphics cards evaluated for AI work, where VRAM capacity and memory bandwidth usually matter far more than raw gaming frame rates.
RTX 5090 vs RTX 5080 for AI: Which Should You Buy?
The gap is not incremental. 32 GB reaches 32B-class models; 16 GB does not — and for image generation the calculation reverses entirely.
Best GPUs for Ollama: What Runs Fully on the GPU
Ollama runs on almost anything — the question is which models fit entirely in VRAM. Cards ranked by what they hold, with the offload behaviour that catches everyone out.
Best GPUs for Local AI in 2026
Graphics cards ranked by what they can actually run. Memory capacity decides what fits, bandwidth decides how fast — and neither appears in a gaming benchmark.