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Defog

Defog

Verified
AI-Native

Never wait for data again

Dedicated tenancy
Works offline
Global
MCP Ready
Public API
+6
Assistant
Last updated: Oct 20, 2026
Paid
Visit Site
More

Quick Answer

AI

Defog is an AI data analyst for enterprise organizations and data analysts. It connects to diverse data sources like databases and SaaS tools, offering auto-visualization and fine-tuning capabilities. Best for teams needing privacy-first AI data analysis, Defog supports Toyota and Alliance Bernstein. Paid access is available.

About DefogAI

Defog is an AI data analyst that provides fast, accurate insights from enterprise data. It connects to various data sources, offers auto-visualization, and adapts to user feedback. Powered by the open-source SQLCoder model, Defog ensures privacy-first analysis with self-hosting options.

AI-extracted from public sources. May contain errors. Methodology · Report an error
What Makes Defog UniqueAI

Defog is powered by SQLCoder, an open-source, industry-leading text-to-SQL model built by Defog, which is fine-tuned for enterprise data analysis and outperforms major models in accuracy.

Decision Intelligence

Best For

AI
Enterprise organizations needing fast data insights
Data analysts looking to explore broad hypotheses and drill down into specifics
Teams requiring privacy-first AI data analysis
Organizations with diverse data sources including databases, SaaS tools, and CSVs
Pricing Overview

Type

Paid

Starting Price

$5000/mo

Billing Cycle

Monthly

Free Trial

No

Credit Card

Not Required

Free Plan

No

Dimension Scores

· 6.0 avg

How good it is, across universal quality axes

Ease of Use9/10
Customization7/10
Support6/10
Integration7/10
Compliance & Data Protection1/10
Performance5/10
Planning Quality7/10
AI-analyzed from product data·High confidenceHow we score

Task Scores

· 5.9 avg

What it can do, on category-specific tasks · showing 7 of 10 tasks scoring 5+

Natural Language Queries9/10
Data Integration8/10
Data Visualization7/10
Automated Insights6/10
Report Generation6/10
Collaboration Sharing6/10
Predictive Analytics5/10

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

Capabilities
Data Analysis
Automation
Search
Fine-Tuning
Extraction
Categories
Data Analytics
LimitationsAI
  • -Self-hosted models require an annual commitment
  • -Free API key is limited to 5 tables, 25 columns, and 1000 queries per month
  • -The site is provided on an "as-is" and "as available" basis with limited warranties
  • -Company has no obligation to provide support in connection with the site
Integrations & Connections
8 connections
D
S
+4
Snowflake Cortex
Snowflake Cortex

Turn conversations, documents & images into insights — AI next to your data

SN
SnowflakeNative

Query data from Snowflake data warehouse

PO
PostgresNative

Query data from Postgres databases

SS
SQL ServerNative

Query data from SQL Server databases

MY
MySQLNative

Query data from MySQL databases

SL
SlackNative

Ask questions and get answers directly in Slack

GM
GCP MarketplaceNative

Deploy Defog through GCP cloud marketplace

AM
AWS MarketplaceNative

Deploy Defog through AWS cloud marketplace

Auto-updated

Fit Score

Complexity

Intermediate

Company Size

Medium
Enterprise

Team Size

Large Team

Skill Level

Intermediate
Expert
Features
Connects to structured databases and data warehouses
Integrates with SaaS tools
Uploads CSVs and Excel files for analysis
Automatic data visualization and result saving
Desktop application for local analysis
Native Slack bot for querying data
Docker deployment for flexible hosting
Deterministic security filters against prompt injections
Technical Capabilities
SDK Available
MCP Compatible
Multi-Agent
Human-in-Loop
Team Features
Webhook Support (unknown)
Has Demo
Function Calling (unknown)
Sandbox Mode (unknown)
Audit Logs
No Signup
Works Offline
Requires Host App
Framework
MCP Server

Deployment

Hybrid
MCP transport:
STDIO
Authentication
Single Sign-On
Developer Access
SDK
defog
Python
Compliance, Privacy & Trust
GDPR: No info available
SOC 2: No info available
HIPAA: No info available
Trains on user data: Unknown
Model isolation: Dedicated
Human review:
Recommended
Tech Specs
Response time (est.):
Moderate

The Model(s) Behind It

Model details — extracted from public vendor sources by our pipeline (Smart Generator + A3 cross-referencing) or admin-entered. Shown as claimed by the vendor; not independently audited by Intelloro.

Powered By

Base Models

Model Weight Availability
Open weights
Training Data Provenance
Not disclosed
Relevant to EU AI Act Art. 53 / Annex XI (GPAI)
Supported Tools
Code Interpreter
Web Search
Pricing Plans
Enterprise (Cloud Hosted)
$5000/month
  • 20,000+ queries/month
  • One-click Docker deployment
  • SSO Authentication
  • Custom AI tools
  • White glove onboarding
  • Priority support
  • Enterprise (Self-hosted)
    Custom/year
  • Hosted on your own infrastructure
  • Unlimited queries
  • No rate limits
  • Everything in Enterprise (Cloud Hosted)
  • Pricing verified from the vendor pricing page.

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    User Reviews

    No reviews yet. Be the first to review!

    Who It's For
    3 roles
    Data ScientistsComputer Systems AnalystsManagement Analysts
    Platform, Content & Languages
    3 content types
    1 languages
    TextCodeData VisualizationEnglish+7 more

    Content Types

    Text
    Code
    Data Visualization

    Accepts

    Text
    CSV
    Spreadsheet
    API

    Produces

    Text
    Code
    JSON
    Languages: English

    Frequently Asked Questions

    Trust Score

    60/100

    Good

    Based on 7 data signals

    Confidence: High

    Reflects publicly available data, not an independent audit

    Compliance & Verified38/38
    VerifiedYes
    Human ReviewYes
    Human-in-the-loopYes
    Reliability0/10

    No published data

    Market Proof10/10
    Notable CustomersToyota, Alliance Bernstein, Macmillan
    Company17/17
    Company ListedYes
    User Base100K-1M
    FundingSeed
    Health—

    Not yet checked

    AI-Assisted Data

    Some details are AI-generated estimates — verify with the vendor.

    AI-generated estimate: Best For, Description, Limitations, Quick Answer, Tagline, What Makes Unique

    How we source data

    AI Governance & Regulatory Disclosures

    Legally-sensitive fields — extracted from public vendor sources by our pipeline (Smart Generator + A3 cross-referencing) or admin-entered. Shown as claimed by the vendor; not independently audited by Intelloro.

    EU AI Act Risk Tier
    Unclassified

    Switching & Migration

    Migration Difficulty
    Moderate Effort
    Support:
    Email
    Priority
    Quick Stats
    Agent TypeAssistant
    MemoryLong Term
    PlanningAdvanced
    Base ModelSQLCoder
    PlatformsWeb, Desktop, API +1
    User Base100K-1M
    Launched2023
    Setup TimeMinutes
    VerifiedOct 2026
    Company & Links

    Company Name

    Defog, Inc.

    Founded

    2023

    Based in

    Singapore

    Last major update

    Sep 2024

    Funding

    Seed

    Documentation