Strongest fit
Who it is built for
- Business teams exploring structured data without writing SQL
- Organizations connecting Postgres, Snowflake, or other databases
- Enterprises requiring a self-hosted analytics deployment
Defog
AI data analyst for natural-language database queries
Defog lets teams ask questions about structured data in plain language and receive data-backed results and visualizations. It connects to databases and CSVs, uses Defog's SQLCoder model for text-to-SQL, and supports cloud-hosted or self-hosted enterprise deployments.
DEDefogProduct screenshot pending
- Best for
- Business teams exploring structured data without writing SQL
- Pricing signal
- USD 5,000 / month
- Primary category
- Data analysis
- Last verified
- Jul 30, 2026
The decision
Should Defog make your shortlist?
Start with the job, the team, and the constraints. Product fit becomes much clearer when those three line up.
Practical use cases
Jobs it can take on
- Query a database using a plain-language question
- Explore trends through follow-up data questions
- Deploy an internal AI analytics interface with Docker
Before you choose
Know the tradeoffs
- The free API key is limited to five tables, 25 total columns, and 1,000 queries per month.
- Self-hosted Enterprise requires an annual commitment.
Inside the product
What you can actually do with it.
The core product capabilities, grouped around the work they enable.
Natural-Language Data Queries
Users type questions in plain language and Defog retrieves and visualizes relevant structured data.
SQLCoder
Defog's SQLCoder is a specialized language model for querying structured data with text-to-SQL.
Cloud and Self-Hosted Deployment
Defog offers cloud-hosted Enterprise and self-hosted Enterprise deployment options.
Typical workflow
Connect a database or start with CSV files, then ask a question in plain language. Defog generates the required data query, returns the result in its interface, and supports follow-up questions for deeper analysis.
Plans and official links
Plans and accessUSD 5,000 / month.
See the entry price, free access options, company details, and direct vendor destinations in one place.
Starting pointUSD 5,000 / month
Free planFree trial
See plans- Provider
- Full Stack Data Pte Ltd
- Based in
- SG
- Founded
- 2023
Official destinations
Choosing for a real workflow?
Make the tool work with the rest of your operation.
We map the workflow, connect existing systems, choose what to buy, and build what is missing.