The AI data analyst that you can trust

Privacy-first AI that gets you accurate analysis, adapts to you and integrates seamlessly with your favorite data sources.

Works with all your data

Query your databases

Broad support for structured databases and data warehouses, including Snowflake, Postgres, SQL Server, MySQL, and more.

Connect SaaS tools

Connect Defog with your favourite SaaS tools and ask questions across multiple sources.

Uploads CSVs and Excel files

Import and work with data from CSV and Excel files, making it simple to bring in data from various sources for comprehensive analysis.

Autovisualization and save

Automatically visualize your data and save your results for easy sharing and reference.

Set up in 5 minutes

Desktop app

Run Defog on your desktop without extensive setup for convenient, privacy-first analysis.

Native Slack bot

Ask questions and get answers directly in Slack without leaving your workflow.

AWS and GCP Marketplace

Deploy Defog through cloud marketplaces for easy setup with your existing infrastructure.

Docker deployment

Use Defog with Docker for flexible, portable, and secure deployment.

Privacy-first

Your data never leaves your servers

The underlying data in your database never leaves your environment and the SQL query is executed in your environment

Deterministic security filters

Every query generated is automatically tested and filtered for malicious keywords to guard against prompt injections.

Self-hostable

Defog can be hosted 100% locally in your environment, ensuring the highest level of security and privacy.

Accurate

Defog is powered by SQLCoder, our open-source, industry-leading large language model.

Deterministic results

Consistently returns the same answer every time for a given question.

No-code alignment

Align with your preferences and business logic without writing any code.

Finetunable

You can fine-tune the model to your specific use case.

Coachable

Guided teaching

Easily guide Defog with your feedback, ensuring it gets smarter and more aligned over time.

Dynamically adapts to feedback

Learns from your feedback in real-time, adjusting responses to better match your expectations with each interaction.

Database readiness

Get automated suggestions on how to improve your database metadata to get the most out of Defog.

Advanced analysis

Multi-step reasoning

Pose complex, multi-faceted questions and receive comprehensive, step-by-step answers that cover all aspects of your query, enabling deeper insights and understanding.

Run statistical analyses

Explore trends, correlations, and patterns in your data without needing specialized statistical software.

Build custom analysis tools

Create and customize your own analysis tools within the AI assistant, tailoring it to your specific analytical needs.

Break free from bottlenecks

Get started