These resources bridge the gap between disparate data types, allowing you to query vast databases using a mix of text, sketches, and visual references. By interpreting the relationship between images, audio, and documents, they surface precise results that traditional keyword systems consistently miss. When selecting a platform, prioritize those that integrate directly into your current workspace and offer high accuracy across the specific file formats your projects rely on most.

An open, lightweight multimodal embedding model

Google's first natively multimodal embedding model