Defog.ai

Defog.ai: The AI Data Analyst for Instant Insights

What is Defog.ai? Defog.ai is an AI-powered data analysis tool designed to provide users with instant data insights. It leverages a fine-tuned Large Language Model (LLM) to enable users to ask questions about their data in natural language and receive accurate, actionable answers.

How Does Defog.ai Work?

Defog.ai is powered by SQLCoder, Defog’s specialized large language model to query structured data. It integrates seamlessly with various data sources, including databases (Postgres, Snowflake), CSV files, and other platforms via connectors. Here’s how it works:

1. Data Connection: Connect Defog.ai to your data sources, whether they are databases, CSV files, or other platforms.
2. Natural Language Query: Ask questions about your data in plain English or other natural languages.
3. AI-Powered Analysis: Defog.ai uses its fine-tuned LLM to interpret your query and generate the appropriate SQL code.
4. Instant Results: Receive accurate and actionable insights in real-time, without the need to wait for data analysts or IT support.

Key Features and Benefits

• Best-in-Class Accuracy: Defog.ai is powered by the best AI model for data analysis, ensuring high accuracy in its responses.
• Adaptability: The tool learns from user feedback and preferences, adapting its responses over time to provide even more relevant insights.
• Data Privacy: Your data is never shared with anyone, including the AI model, ensuring complete privacy and security.
• Versatile Integration: Works with various data sources, including databases, CSVs, and connectors to other platforms.
• SQLCoder Integration: Powered by SQLCoder, the industry-leading AI model for querying structured data.
• Interpretability: Designed to be interpretable and explainable, so you can trust the results it gives you.

Who is Defog.ai For?

Defog.ai is ideal for:

• Data Analysts: Accelerate your data analysis workflow and get insights faster.
• Business Users: Access the data you need without relying on data analysts or IT support.
• Executives: Make data-driven decisions with confidence, based on accurate and reliable insights.
• Anyone Who Needs Data: Skip the wait and dive deep into your data without needing to be an SQL expert.

Why Choose Defog.ai?

• Saves Time: Get the data you need instantly, without waiting for data analysts or IT support.
• Improves Accuracy: Powered by the best AI model for data analysis, ensuring high accuracy in its responses.
• Enhances Collaboration: Facilitates data-driven decision-making across the organization.
• Increases Productivity: Empowers users to explore data and get insights on their own, without relying on others.

SQLCoder: The Engine Behind Defog.ai

Defog is powered by SQLCoder, a specialized large language model designed for querying structured data. According to the text, it outperforms all major models in the market on these tasks, and has seen consistent adoption among experts in the field. Defog emphasizes the interpretability of its models, so that users can trust the results provided.

What Experts Say About SQLCoder

“Open models are now starting to surpass GPT-4 for specialized tasks. For example, the best open source model for SQL is SQLCoder-34B.” - Clement Delangue, CEO, Hugging Face

“Defog SQLCoder-34B is faaar better than any other open-source text2sql model out there.” - Pawel Zwadzki, Senior Solutions Architect, AWS

“I have tried pretty much every NL → SQL model out there, and Defog's model is by far the best. It's one of the only examples I know of more broadly that has been able to achieve GPT4-level results.” - Or Hiltch, Chief Data and AI Architect, JLL

Connectors and Integrations

Defog.ai works with all your data. It offers integrations (connectors) for various data sources. It supports direct connections to databases like Postgres and Snowflake. You can also get started by simply uploading CSV files.

By using Defog.ai and its SQLCoder technology, you can enable your teams to explore data independently, make better decisions, and free data teams to focus on more strategic work.