Toolbit.ai
Toolbit.ai

Defog

Get instant insights from complex enterprise data

Monthly Visits: 10.3K
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Defog

What is Defog?

Defog lets you ask natural language questions about your business data and get accurate answers instantly. It works with databases, CSVs, and popular platforms to help non-technical users explore data trends without waiting for SQL experts. Your data stays completely private while the AI adapts to your preferences over time.

Key Features of Defog

  1. 1

    Data Privacy

    Enterprise data never leaves your control

  2. 2

    SQLCoder-Powered

    Industry-leading accuracy for data queries

  3. 3

    Cross-Platform

    Works with databases, CSVs, and cloud tools

  4. 4

    Adaptive Learning

    Improves responses based on your feedback

Defog AI Tool Use Cases

  • 🔍
    Explore data hypotheses in real-time
  • 📊
    Generate board-ready reports instantly
  • 💬
    Ask ad-hoc questions without SQL knowledge
  • 🔄
    Combine data from multiple sources

FAQs from Defog

Is my data used to train AI models?

Your data is never shared with anyone, including with our AI models.

What databases does Defog support?

Works with any structured database including Postgres and Snowflake, plus CSV files.

How accurate are the results?

SQLCoder outperforms all major models in text-to-SQL accuracy according to third-party experts.

Pros & Cons of Defog

Pros (4)

  • Maintains full data privacy/control
  • Outperforms GPT-4 for SQL generation
  • Works with existing databases and CSVs
  • Open-source evaluation framework available

Cons (2)

  • CSV analysis limited to uploaded files
  • Primarily targets enterprise users

More Info About Defog

Who is using defog?

This tool is best for:

  1. Business Analysts
  2. Data Teams
  3. Enterprise Executives

Defog's Tags

Explore more niche AI tool websites by clicking on a tag* (works only if it has enough tools).

Integrate Defog With These Apps

Defog can be integrated with these apps and services:

  • Postgres
  • Snowflake
  • CSV files

Website Analytics of Defog

Defog Website Traffic & SEO Analysis:

Recent data shows that Defog has 10.3K monthly visits (139.0% increase from the previous month), 39.0% bounce rate, and average 1.40 pages per visit.
Traffic is primarily driven by 6 different sources, with users from 5 countries worldwide, led by United States contributing 38% of total traffic. SEO performance is shown by 5 tracked keywords, with "defog" being the top-performing keyword with 2.5K monthly searches. See below for more info.

Monthly Visits

10.3K

(+139.0%)

Pages per Visit

1.40

Bounce Rate

39.0%

Average Time on Site

7s

Traffic Trend(May 2025 - Jul 2025)

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Top Keywords

SEO KeywordVolumeCPC
defog
2.5K-
defog ai
170-
the fine tuning methods adopted by defog
130-
defog docs
40-
run deepseek locally without gpu
40-

Traffic Sources Distribution

Traffic Share by Source

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Source Breakdown Details

SourceTraffic Share
Direct
42%
Search
40%
Social
6%
Referrals
11%
Paid Referrals
1%

Global Traffic Distribution

Traffic Share by Country

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Geographic Breakdown Details of top 5 countries

Country NameTraffic Share
United States38%
India29%
Spain11%
Korea, Republic of8%
Germany6%
Analytics data is estimated (from third-party analytics providers) and for reference only.

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