What is Defog?
Defog.ai is a fine‑tuned large language model designed for enterprise data analysis. It processes queries against structured databases—such as Postgres, Snowflake, or any other SQL‑compatible system—and supports CSV files when a database is not available.
The platform’s core component, SQLCoder, translates natural language into SQL with high accuracy and is continuously updated based on user feedback. Data remains private; no information is shared with external services or the underlying model. Defog.
ai integrates with popular data tools and platforms via connectors, allowing analysts, data scientists, and business users to retrieve insights directly from their existing data stores. The system emphasizes interpretability, providing transparent explanations for each generated query and result.
Defog details
- Company
- Full Stack Data Pte Ltd
- Jurisdiction
- Netherlands County, California
- Built for
- Businesses and teams
Defog tech specs
- Works with
- OpenAI / GPT
- AI infrastructure
- Hugging Face
- Cloud
- AWS Google Cloud
- Integrations
- Slack
Defog pricing
SubscriptionVerify on the official pricing page.
View plansDefog's key features
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Privacy-first, data never leaves server
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Query Snowflake, Postgres, SQL Server
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Auto-visualize data and save
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Native Slack bot integration
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Deploy via Docker, AWS/GCP Marketplace
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Deterministic security filtering of queries
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Fine-tune model for custom use
Defog use cases
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Enable business analysts to retrieve real‑time sales insights from a secure database using plain English questions, while receiving a transparent SQL explanation for audit purposes
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Convert legacy CSV datasets into SQL tables and allow data scientists to perform complex aggregations via natural‑language prompts, saving manual ETL effort
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Integrate Defog.ai with BI connectors so that data‑centric teams can build dashboards by speaking instead of writing code, ensuring privacy‑preserving queries across the enterprise
Defog user reviews
Would you recommend Defog?
Who is Defog for?
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Software developers
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Business intelligence analysts
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Data analysts
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Database administrators
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Data scientists
Defog FAQ
How much does Defog cost?
Defog is a paid product with no free plan. Plans include Enterprise (cloud hosted) at %2000/mo, Enterprise (cloud hosted) at %2000/mo and Enterprise (cloud hosted) at %3000.
Is Defog safe to use?
Defog is operated by Full Stack Data Pte Ltd, registered in Netherlands County, California.
What are the best alternatives to Defog?
The closest alternatives to Defog are AI2sql, AI Query, Rise of Machine, Chat2DB and Text2SQL.AI. You can compare them side by side in the alternatives section further down this page.
What does Defog do with my data?
Its privacy policy states that personal data is not sold or shared for marketing purposes. Data may be shared with third-party service providers that help run the product.
Who made Defog?
Defog is built and operated by Full Stack Data Pte Ltd, a company registered in Netherlands County, California.
Which AI models does Defog use?
Defog is built on OpenAI / GPT. Which models you can reach may depend on your plan.
What does Defog integrate with?
Defog connects with Slack.
Compliance, privacy and billing terms are as stated in each product's own published documentation and have not been independently verified by TopAI.tools.
