The VRAM-first hardware table is the right way to frame model selection — too many guides lead with benchmark scores without telling you whether the model fits your GPU. We run Qwen3 quantized on a single L4 for internal code review tasks and the quality-to-cost ratio is hard to beat. The gap between 4-bit quantized open models and full-precision API calls is closing faster than most teams realize.