What is Defog?
Defog.ai is an AI tool that offers fine-tuned language models (LLMs) for enterprise SQL analytics. It allows businesses to speed up data analyses in SQL, Python, and R by deploying AI assistants and agents tailored specifically for their needs. With Defog.ai, teams can ask questions of their data in natural language and receive quick results without compromising privacy.
Key Features:
1. Natural Language Querying: Defog.ai enables business teams to ask questions about their data using natural language queries. The tool automatically translates these queries into SQL code, saving time and effort.
2. Human-in-the-Loop Agents: Complex and repetitive workflows in SQL, Python, and R can be automated with the help of human-in-the-loop agents provided by Defog.ai. These agents handle trial-and-error processes in statistical analyses, break down complex questions into executable tasks, orchestrate task delegation to appropriate AI models, and generate reports for editing and collaboration.
3. Customized AI Models: Unlike generic models available in the market, Defog.ai offers AI models that are customized for each business's specific database schema and aligned with its unique logic. This customization ensures accurate results tailored to the organization's requirements.
Use Cases:
- Data Analysis Efficiency: Defog.ai significantly speeds up data analysis processes by allowing users to ask questions directly in natural language instead of writing complex SQL queries manually.
- Privacy Protection: Since Defog.ai only uses metadata rather than actual database access when fine-tuning LLMs, it ensures the privacy of sensitive information while still providing powerful analytical capabilities.
- Workflow Automation: By automating repetitive tasks through human-in-the-loop agents, businesses can save time on complex workflows involving SQL coding or statistical analyses.
- Collaboration Enhancement: The generation of reports facilitates easy editing and collaboration among team members working on data analysis projects.
Defog.ai empowers enterprises with efficient analytics capabilities by deploying fine-tuned LLMs for SQL, Python, and R. Its natural language querying feature enables faster data analysis while maintaining privacy. The tool's human-in-the-loop agents automate complex workflows, saving time and effort for businesses. With customized AI models tailored to specific database schemas, Defog.ai ensures accurate results aligned with the organization's logic. By leveraging Defog.ai's features, enterprises can enhance their data analysis processes and drive better decision-making outcomes.
More information on Defog
Launched
2022-11
Pricing Model
Contact for Pricing
Starting Price
Global Rank
2198171
Follow
Month Visit
10.4K
Tech used
Cloudflare Analytics,Cloudflare CDN,Next.js,Gzip,HTTP/3,Webpack,HSTS
Top 5 Countries
47.85%
27.78%
11.86%
10.15%
1.48%
United States
India
Korea, Republic of
Hong Kong
Turkey
Traffic Sources
6.66%
1.06%
0.09%
9.19%
40%
42.89%
social
paidReferrals
mail
referrals
search
direct
Source: Similarweb (Sep 24, 2025)
Defog was manually vetted by our editorial team and was first featured on 2023-03-07.
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