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AI toolsData & analyticsDefog

Added Oct 28, 2026

Defog

From $5000/mo
🇺🇸 United StatesDefogData & analytics views clicks to the websiteNo ratings
Use tool

AI data analyst that answers questions over enterprise databases

Natural-language questions over dataSQLCoder modelPostgres and Snowflake connectorsCSV supportSelf-hosted deploymentSSOFrom $5000/mo
OverviewReleasesPricingAlternativesPros & ConsPromptsReviewsQ&A
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defog.ai
DefogAI data analyst that answers questions over enterprise databasesVisit defog.ai

What is Defog?

Defog lets business users ask questions of their company data in plain language and get answers without waiting on an analyst. It runs on SQLCoder, Defog's own open-source text-to-SQL model, and is sold to enterprises that want private deployment.

It connects to structured databases from Postgres to Snowflake, as well as CSV files, and supports follow-up questions and drill-downs. The system learns from user feedback over time, and data is not shared with anyone, including the model.

Defog also publishes SQLEval, an open-source framework for measuring text-to-SQL accuracy. The cloud-hosted enterprise tier includes Docker deployment and SSO, while the self-hosted tier runs fine-tuned 8B, 14B or 32B models on your own infrastructure.

Features

  • Natural-language questions over data
  • SQLCoder model
  • Postgres and Snowflake connectors
  • CSV support
  • Self-hosted deployment
  • SSO

Tags

Text-to-SQLAnalyticsSelf-hosted

Releases

+ Submit new release
  1. ListedOct 28, 2026

    Defog was added to the directory.

Organization

Defog

🇺🇸 United States

Listed by kitio.ai · unverified owner

Pricing

Pricing model
Paid
Paid options from
$5000/mo
Billing frequency
Monthly

Defog plans

  • Enterprise (Cloud)

    $5000/mo

    • 20,000+ queries per month
    • Docker deployment
    • SSO
    • Custom AI tools
  • Enterprise (Self-hosted)

    Contact sales

    • Runs on your infrastructure
    • Fine-tuned models
    • Unlimited queries
    • Annual commitment

Prices in USD, checked Oct 29, 2026. Plans change often, so confirm on the Defog site.Official pricing

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Pros and cons

Pros

  • Can run fully on your own infrastructure
  • Built on an open-source text-to-SQL model
  • Learns from user feedback

Cons

  • Enterprise pricing starts at $5,000 per month
  • Self-hosted option needs an annual contract
  • No self-serve plan for small teams

Prompts & results

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Reviews

Q&A

What is Defog?

Defog lets business users ask questions of their company data in plain language and get answers without waiting on an analyst. It runs on SQLCoder, Defog's own open-source text-to-SQL model, and is sold to enterprises that want private deployment.

Can Defog run on my own servers?

Yes. The self-hosted enterprise tier deploys fine-tuned 8B, 14B or 32B models on your infrastructure with no rate limits.

Is SQLCoder open source?

Yes. Defog open-sourced SQLCoder in 2023, and its SQLEval benchmark framework is open source as well.

How much does Defog cost?

Defog is paid, with paid plans from $5000/mo.

Is there a free version of Defog?

No. Defog is a paid tool.

What are the main features of Defog?

Natural-language questions over data, SQLCoder model, Postgres and Snowflake connectors, CSV support, Self-hosted deployment, SSO.

Who makes Defog?

Defog is made by Defog.

What are the best alternatives to Defog?

Popular alternatives include Alteryx One, Celonis, SingleStore.

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