CLIP-as-service is a model-serving system that deploys OpenAI’s CLIP model for generating embeddings from images and sentences. It supports multiple runtimes (PyTorch, ONNX, TensorRT) and protocols (gRPC, HTTP, WebSocket) for scalable embedding inference. The service is designed for integration into neural search pipelines, enabling cross-modal retrieval and semantic search applications.