MindsDB sits between your existing databases and applications as an AI layer, allowing developers and analysts to train machine learning models and query their predictions using standard SQL syntax without moving data to a separate platform. You can create a predictive model from a table with a single SQL statement, and then query its forecasts in a JOIN just like any other table. MindsDB supports dozens of data source integrations and model providers, making it easy to add AI capabilities to existing database-driven applications without a full ML engineering pipeline.