Connect your business databases, turn structured data into AI-ready knowledge, and empower your teams to get instant answers from live business information.
Securely connect your existing databases without changing your applications or workflows. Ragfish keeps your AI Assistant connected to the data your business relies on every day.

Connect your MySQL databases and turn structured data into AI-ready knowledge.
Query PostgreSQL databases in natural language without writing SQL.
Bring your SQL Server data into secure, AI-powered conversations.
Connect Oracle databases and unlock instant insights from enterprise data.
Turn MongoDB collections into searchable, AI-ready business knowledge.
Connect MariaDB databases for fast, natural-language access to your data.
Ragfish understands your database schema, relationships, and business context to deliver accurate, meaningful answers from complex business data.

Automatically map your database structure without manual configuration.
Understand how your tables and data connect for smarter, contextual answers.e
Organize your database content into a searchable knowledge base.
Automatically capture table, column, and source details for full traceability.
Find answers by meaning, not just exact matches, across your data.
Keep your AI assistant answering with real-time, up-to-date data.
Publish AI assistants that answer questions using your business databases while enforcing role-based permissions and protecting sensitive information.

Share database insights openly with anyone, no login required.
Restrict access to a select group of trusted users only.
Give your entire team shared access to the same data insights.
Scope access by department so each team sees only relevant data.
Query your business data programmatically through a secure API.
Embed your AI assistant into your website for instant data access.
Stop writing SQL or searching through reports. Ask business questions in plain language and receive instant, context-aware answers.

Unlock insights from the systems you already use.

Get instant answers on pipeline, deals, and sales performance.
Turn customer records into instant, actionable insights.
Track stock levels and warehouse data through natural conversations.
Get instant answers on revenue, expenses, and financial data.
Connect your ERP data for unified, conversational business insights.
Turn operational data into real-time answers for your team.
Connect databases securely within your own infrastructure while maintaining complete control over data access, governance, and compliance.

Deploy Ragfish on your own infrastructure and keep full control of your data.
Run Ragfish entirely within your own environment for maximum data sovereignty.
Control exactly who can view or query each data source.
Protect your data at rest and in transit with enterprise-grade encryption.
Track every query and action across your databases for full accountability.
Connect to your databases through encrypted, secure channels.
Turn business data into intelligent conversations.

Bring all your databases together into one unified, queryable source.
Ask questions in plain English instead of writing SQL.
Automatically transform raw database records into structured AI knowledge.
Query real-time data safely without compromising security.
Deploy at scale with the reliability and security enterprises demand.
Connect effortlessly with the rest of the Ragfish ecosystem for a unified workflow.
Connect your business databases and let your teams interact with data through intelligent AI conversations.