Breaking the Quantization Barrier: AMD MI300X Runs Unquantized Vision AI at Enterprise Scale

Enterprises running document intelligence workloads have faced a painful trade-off: quantize large vision-language models to fit NVIDIA's memory constraints (degrading OCR and reasoning), or pay 2-3x more for multi-GPU setups. AMD MI300X's 192GB memory eliminates this choice, enabling unquantized Qwen2-VL-72B inference at $1.99/hour—potentially redefining the cost-to-quality calculus for production document processing, invoice extraction, and contract analysis.