Self-Service Data Access
Stop the ticket hell.
Your MongoDB data is locked behind dev tickets.
Ask your data, not your developer. Turn natural language into instant answers.
- → "What's our churn rate this quarter?"
- → "Top 10 products by revenue this month?"
- → "How many support tickets are still unresolved?"
Free forever plan available · No credit card required · Setup in minutes

Already answering 35,000+ questions every day

Ticket hell
Open a ticket. Wait for a developer. Get a CSV back three days later. Repeat.
Ask in plain English
Type your question. Get the answer in seconds. No ticket, no developer, no waiting.
Fully secure
Built-in data separation ensures each user only sees their own data — enforced at query level.
Quick Start
Setup in a coffee break
Connect your MongoDB database, activate collections, and give your team instant data access.
Connect your database
Add your MongoDB Atlas or Community Edition connection string.

Activate collections
Florentine analyzes your schema automatically. Activate the collections your team needs.

Your team asks, Florentine answers
Integrate into your tools via MCP or API. Or use the built-in playground — no dev required.

Features & Concepts
Built for production use cases
Every feature is designed around real-world requirements: accuracy, privacy and seamless integration.
Response Control
Choose between raw query, query result, or natural language answer. Execute read-only queries automatically or review them first — you decide the level of control.

Schema Exploration
Florentine automatically explores and analyzes the schema of your collections and tables, enabling accurate, structure-aware query generation without sending your data to the LLM.

Secure Data Separation
Key/value based isolation enforces mandatory filters in every query — no relying on LLM compliance. Perfect for multi-tenant SaaS applications.

MCP Server & API
Integrate with Claude, Cursor, or any MCP-compatible agent via the MCP Server, or use the REST API to embed Florentine directly into your application.

Vector Search & RAG for MongoDB
Supports semantic searches with automated embedding creation. Set custom score thresholds and use your own embeddings.

Advanced Lookup Support
Automatically creates $lookup stages across MongoDB collections or JOINs across MySQL tables. Manual mapping assistance available for complex schemas.

Custom Prompt Instructions
Control query behavior at the database or collection/table level with custom prompt instructions. Fine-tune exactly what the LLM should and should not do.


Pricing
Simple, transparent pricing
Bring your own LLM API key — you control your AI costs.
Free
For individuals exploring their data. No credit card required.
1 database
5 active collections / tables
500 requests per month
MongoDB & MySQL support
MCP Server & API access
Secure data separation
Vector Search (MongoDB)
$lookup / JOIN support
Pro
For teams that need more capacity and more active collections / tables.
1 database
25 active collections / tables
2,500 requests per month
MongoDB & MySQL support
MCP Server & API access
Secure data separation
Vector Search (MongoDB)
$lookup / JOIN support
Enterprise
For organizations with multiple databases and high request volumes.
5 databases
50 active collections / tables
10,000 requests per month
MongoDB & MySQL support
MCP Server & API access
Secure data separation
Vector Search (MongoDB)
$lookup / JOIN support
Need a more powerful plan or an on-premise solution? Just contact us.
Self-Service Data Access
Ask your data.
Not your developer.
Set up in minutes. Free to get started — no credit card required.
Create Free AccountNo query writing. No code. No waiting.