Euclid VIS workflow for constructing an AI-ready representation. Released square 128 × 128 VIS cutouts are transformed into standardized 224 × 224 model inputs and processed by a pretrained DINOv2 ViT-S/14 feature extractor to produce 384-dimensional CLS-token embeddings. Here, AI-ready operationally denotes standardized, model-compatible image inputs together with a reusable embedding that supports regression, few-label classification, anomaly detection, and similarity retrieval within a common feature space.