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Defog

Defog

Fine-tuned AI models for enterprise SQL

Defog Overview

Defog.ai is designed to remove barriers in data analysis by translating plain English questions into precise, executable queries and visual insights. It connects with structured databases, CSVs, and cloud warehouses, while keeping data private and never sharing it outside your environment. Powered by its specialised large language model SQLCoder, Defog handles broad data exploration and detailed analytics with adaptive learning based on user feedback.

Defog Features

Data analytics & reports Contextual chat Autovisualizations Fine-tuned to your business Statistical Modelling One-click deployment Feedback & alignment Self-debugging Metric definitions Privacy-first architecture API deployment On-prem options Access control

Primary Capabilities

  • Answers natural‑language questions about your data.
  • Works across structured databases (PostgreSQL, Snowflake, SQL Server, MySQL).
  • Imports CSV/excel data for interactive queries.
  • Generates SQL (and in some contexts Python) based on user queries.
  • Auto‑visualises query responses.
  • Interactive follow‑up questions and reasoning through multi‑step analysis.
  • Desktop/Slack integrations and cloud deployment options.

Competitive Strengths

  • Privacy‑centric design: Data never leaves your environment.
  • Interpretable AI: Built‑in checks and explanations to increase trust.
  • Adaptive learning: Defog improves responses based on feedback.
  • Broad ecosystem support: Native support for cloud marketplaces and deployment flexibility.
  • Advanced model: SQLCoder positioned as a leading text‑to‑SQL model trained

Pros & Cons

Pros:

Produces accurate SQL results even with specialized knowledge required

Infinitely configurable user interface for customization

Maintains data privacy by never accessing or moving data

Fine-tunes model based on user feedback for high accuracy

Self-corrects runtime errors to generate valid SQL

Cons:

Requires Docker for on-prem setup

Depends on providing database schema metadata for context

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*Price last updated on Jan 17, 2026. Visit defog.ai's pricing page for the latest pricing.

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