How Does Defog SQLCoder Compare To GPT-4 For SQL Generation?

SQLCoder, Defog's proprietary LLM, consistently outperforms GPT-4 and GPT-4-Turbo on text-to-SQL benchmarks across categories like joins, date queries, and ratio calculations. The 70B model achieves over 90% accuracy on novel schemas not seen during training.

What Databases And Data Sources Does Defog Support?

Defog supports PostgreSQL, MySQL, SQLite, BigQuery, Redshift, Snowflake, and Databricks as database connectors. It also works with CSV and Excel files, and the Introspect module can query PDFs and the web for additional context.

Does Defog Access Or Store My Actual Database Data?

No. Defog uses a zero-trust architecture and only accesses your metadata, which includes table names, column names, column types, and descriptions. Queries are executed on your own infrastructure, so your actual data never leaves your servers.

Can I Self-Host Defog On My Own Infrastructure?

Yes. Defog offers an Enterprise Self-Hosted plan where you can deploy fine-tuned 8B, 14B, or 32B SQLCoder models on your own infrastructure. This option provides unlimited queries with no rate limits and requires an annual commitment.

What Is Defog Introspect And How Does It Work?

Introspect is Defog's MIT-licensed deep research tool that combines structured data queries, PDF analysis, and web search into one workflow. It uses an AI agent that recursively asks questions using text-to-SQL, web search, and PDF citation tools until it has enough context to answer.

Defog

Name: Defog
Availability: InStock
Author: Full Stack Data Pte Ltd (DBA Defog.ai)

by Full Stack Data Pte Ltd (DBA Defog.ai) • Singapore (HQ), San Francisco, CA, USA • Founded 2023

Privacy-First AI That Turns Natural Language Into SQL Queries

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text-to-sql data-analysis enterprise-ai open-source-llm sqlcoder

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Trust Score

Based on ratings & reviews

4.5 /5

27 reviews

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Pricing

Enterprise Cloud from $5,000/mo

What is Defog?

Defog is an enterprise-grade AI data analyst that converts natural language questions into accurate SQL queries and Python code. Built on SQLCoder, its proprietary open-source LLM with over 2 million downloads, Defog outperforms GPT-4 on text-to-SQL benchmarks. It connects directly to databases like Postgres, Snowflake, BigQuery, Redshift, and Databricks, as well as CSV and Excel files.

Defog uses a zero-trust architecture where only metadata is accessed and your actual data never leaves your servers. Backed by Y Combinator with $2.2M in seed funding, Defog is SOC 2 Type II compliant and trusted by enterprises in finance, healthcare, and manufacturing.

Key Features 8

SQLCoder LLM Outperforms GPT-4 On Text-To-SQL Benchmarks

Zero-Trust Architecture Where Data Never Leaves Your Servers

Guided Teaching Model Aligns Outputs With User Expectations

Open-Source SQLEval Framework For Accuracy Measurement And Testing

Multi-Step Workflow Agents For SQL Python And R

Introspect Deep Research Across Structured And Unstructured Data

Hard Filters For Row And Column Level Access Control

Adaptive Feedback Loop That Learns From User Corrections

Who Is Defog For

1 Data Analysts

2 Business Intelligence Teams

3 Enterprise Data Engineers

4 Healthcare Compliance Officers

5 Financial Data Scientists

6 Non-Technical Business Stakeholders

Pros & Cons

Pros 4 benefits

Outperforms GPT-4 On SQL
True Zero-Trust Data Privacy
Open-Source Model Weights Available
SOC 2 Type II Certified

Cons 3 limitations

Enterprise-Only Pricing Structure
Steep Setup For Non-Technical Users
Small Team Limits Support Bandwidth

Frequently Asked Questions

5 questions

Trusted Reviews

Verified Platforms

4.5 G2 (1)

What's New

monthly

Open-Sourced Introspect Deep Research Tool

Released Introspect under MIT license, enabling deep research across structured databases, PDFs, and web sources using multi-agent orchestration.

Mar 3

Open-Sourced SQLCoder-70B 70B

Released SQLCoder-70B, the state-of-the-art text-to-SQL model achieving 30 percentage points accuracy improvement over earlier versions and outperforming GPT-4.

Jan 30

View all updates

User Base

2M+ SQLCoder downloads

Active Users

Security & Privacy

Self-hosted or Google Cloud

SOC 2 Type II

Zero-trust architecture (metadata-only access) Google Cloud Intrusion Detection System (IDS) Read-only query generation (no UPDATE/DELETE) Row and column level access control (hard_filters) SSO/SAML authentication support