Search videos as easily as you search text.
voyage-multimodal-3.5 natively embeds text, images, AND videos.
Our latest tutorial shows you how to build an agentic video search system using Voyage AI and @MongoDB!
Link below 👇
💡Consider searching through cooking videos to find key moments: querying “onions caramelizing" requires visual understanding of color and texture, while “Gordon Ramsay's scrambled egg recipe” needs keyword matching on the chef’s name.
No single search technique handles both query types well.
This is where agentic search helps.
@MongoDB 💡In this tutorial, we implement an agentic search system that dynamically chooses between vector search and hybrid search on videos and their captions—adapting to each query type automatically.
@MongoDB Learn more in our tutorial: https://t.co/IZvJPhM1tP
embedding — A list of numbers representing a piece of text's meaning, so that similar meanings end up numerically close and can be searched.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
hybrid search — Combining keyword and semantic search in one ranked result, so exact terms and paraphrases both find what they should.
Why it matters
Routing between vector and hybrid searchCombining keyword and semantic search in one ranked result, so exact terms and paraphrases both find what they should.Full definition → per query is a practical answer to mixed query types in retrieval, demonstrated end to end across video and captions.
