Vision Language Models Transform Enterprise Data Validation at E-Commerce Scale

E-commerce platforms face billions in losses from inconsistent product data, while traditional OCR fails at enterprise scale. This autonomous VLM auditor—powered by Qwen2.5-VL and 4-bit quantization—demonstrates how vision-language models can be efficiently deployed for real-world data validation on consumer hardware, bridging the gap between AI capability and production economics.