Exploring the integration of machine learning inference processors in OpenSearch pipelines, focusing on multi-modal search capabilities, we demonstrate how these processors enhance ingest, search request, and response processes for text, image, and audio data, significantly improving search and analytical capabilities in multi-modalities worlds.