Features and Concepts

Florentine.ai offers an additional set of features on top of "only" providing natural language to MongoDB aggregations:

• Required Inputs → Secure data separation for user-based isolation
• Schema Exploration → Automated schema analysis enables the LLM to generate accurate aggreagtion pipelines
• Full Vector Search/RAG Support → Semantic search with automated embedding creation
• Key Mappings → Advanced $lookup support
• Key Exclusion → Filter out unnecessary or distracting fields
• Custom Prompt Instructions → Better control of behavior for individual requirements
• Response Control → Adjust speed, quality, and answer detail levels