Application data and retrieval
MongoDB’s company history dates its founding, originally as 10gen, to 2007. Its current Vector Search indexes vectors alongside other application data, combines vector and full-text retrieval and applies filters. This connects retrieval workflows with the document database rather than making the database itself an answer-generating model. [1][3]
From acquisition plans to current integration
MongoDB acquired Voyage AI in February 2025. The announcement kept existing model APIs available while deeper database integration was then planned for later that year. Current documentation separately describes automated embedding generation with Voyage models at indexing and query time. Those are evidence from different stages, rather than a backdated feature launch. [2][3]
Sources
- About MongoDB
MongoDB · retrieved Oct 23, 2026
- MongoDB Announces Acquisition of Voyage AI to Enable Organizations to Build Trustworthy AI Applications
MongoDB · Feb 24, 2025
- MongoDB Vector Search Overview
MongoDB · retrieved Oct 23, 2026