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MOSTLY AI

Platform for privacy-safe synthetic data generation and analysis.

Last updated: Sep 12, 2025

Pricing

Updated: Sep 12, 2025
Starting Price
Free
Pricing Model
freemium
Free Plan
Yes
Free Trial
No

About MOSTLY AI

MOSTLY AI offers an AI-native platform to generate, analyze, and share privacy-preserving synthetic data. It provides tools for creating realistic mock, simulated, and synthetic datasets that mimic real data without compromising sensitive information. The platform supports data analysis, collaboration, and integration with enterprise systems, enabling organizations to accelerate AI development, improve testing processes, and ensure data privacy compliance. It features an SDK for generating high-fidelity synthetic data directly within user environments, leveraging advanced AI models like TabularARGN architecture, with built-in differential privacy, support for complex datasets, and fast training times. The platform is scalable, secure, and designed for everyone from beginners to experts.

Last updated: September 12, 2025

Who It's For

  • Data scientists and AI developers
  • Data engineers and analysts
  • Enterprise organizations needing data privacy
  • Research institutions
  • Teams requiring synthetic data for testing and validation

How It Works

  1. 1Generate synthetic data that mimics real data using AI models.
  2. 2Analyze live production data to surface insights and patterns.
  3. 3Create safe mock data for testing, training, and development.
  4. 4Use simulations to model edge cases and future scenarios.
  5. 5Share privacy-safe datasets securely across teams and partners.

How to Use MOSTLY AI

  1. 1Connect to your data within secure environments like Kubernetes or OpenShift.
  2. 2Use the SDK to train generators on your datasets.
  3. 3Generate synthetic data samples for your specific needs.
  4. 4Share and deploy synthetic data for AI model training or testing.
  5. 5Utilize natural language AI assistant for insights and data analysis.

Key Features

  • Synthetic data generation with high fidelity
  • Data analysis and AI assistant support
  • Secure sharing and collaboration tools
  • SDK for custom synthetic data creation
  • Support for structured, textual, and complex datasets
  • Integration with enterprise data platforms
  • Built-in differential privacy

Use Cases

  • AI model training with privacy-safe synthetic data.
  • Testing and QA with realistic mock data.
  • Data collaboration across organizations while maintaining privacy.
  • Simulating edge cases and future scenarios.
  • Operational insights from live production data.

Pros & Cons

Advantages

  • Robust privacy-preserving synthetic data generation
  • Supports complex and high-quality datasets
  • Easy integration with enterprise systems and SDK support
  • AI-powered insights via natural language interface

Disadvantages

  • Requires technical knowledge to implement SDK
  • Focus on enterprise features might be complex for small teams
  • Potential cost considerations for large-scale use

Alternatives

  • Gretel.ai
  • Hazy
  • Syntheticus

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Frequently Asked Questions

What is MOSTLY AI?

MOSTLY AI offers an AI-native platform to generate, analyze, and share privacy-preserving synthetic data. It provides tools for creating realistic mock, simulated, and synthetic datasets that mimic real data without compromising sensitive information.

How much does MOSTLY AI cost?

MOSTLY AI is free to use.

Is MOSTLY AI free?

Yes, MOSTLY AI offers a free plan you can start with.

What are the best MOSTLY AI alternatives?

Popular MOSTLY AI alternatives include Gretel.ai, Hazy, Syntheticus.

What is MOSTLY AI used for?

MOSTLY AI is commonly used for AI model training with privacy-safe synthetic data., Testing and QA with realistic mock data., Data collaboration across organizations while maintaining privacy..

Information Accuracy

Please note: While we regularly update all tool information including descriptions, features, pricing, and other details, this information may change over time as tools evolve and update their offerings. For the most current and accurate information, we recommend visiting the official website directly. Our goal is to provide you with comprehensive and up-to-date information to help you make informed decisions.