MOSTLY AI

MOSTLY AI: Unleash the Power of Data with Privacy-Safe Synthetic Data

What is MOSTLY AI? MOSTLY AI is a Data Intelligence Platform that provides access to production data securely, generates high-quality, privacy-safe synthetic data, and allows seamless data analysis and sharing across teams. It's built for individuals, teams, and enterprise organizations, enabling them to accelerate AI innovation, streamline workflows, and drive smarter decision-making at scale.

How does MOSTLY AI work? The platform uses agentic data science at its core. It connects to your data within your secure environment and runs on your compute. The AI Assistant helps gain insights from production data, while synthetic data broadens data access across your organization. It offers several data types:

• Real-World Data: Analyze live production data to monitor performance and track trends.
• Mock Data: Generate realistic data for safe experimentation and testing.
• Synthetic Data: Create high-fidelity, privacy-safe datasets that mimic real data without exposing sensitive information. This is crucial for collaboration, model training, and data sharing.
• Simulated Data: Model edge cases and future scenarios for stress testing and validating assumptions.

Key Features and Benefits

• AI-Powered Insights: Use natural language to create and run Python code for data analysis.
• Teamwork Made Easy: Organize, manage, and collaborate on shared assets.
• Enterprise-Ready: Scalable and secure deployment on Kubernetes or OpenShift.
• Global Data Sharing: Create and share privacy-safe synthetic data globally.
• Simple & Powerful: Easy-to-use platform for both beginners and experts.
• Built for AI: Accelerate AI workloads by creating the necessary data.

The Synthetic Data SDK

MOSTLY AI also offers a Synthetic Data SDK, powered by the TabularARGN model architecture. This SDK allows you to generate high-fidelity synthetic data with built-in differential privacy. Key features include:

• Fast Training: 100x faster training compared to traditional methods.
• Advanced Sampling: Support for complex tabular and textual datasets.
• Open Source: Fully permissive Open Source project under an Apache v2 license.
• Local Control: Your data never leaves your environment when creating synthetic data locally.

How to use MOSTLY AI?

Using the SDK

1. Install the SDK:

   !pip install -U mostlyai
   

2. Initialize the SDK:

   from mostlyai.sdk import MostlyAI
   mostly = MostlyAI()
   

3. Train a generator:

   g = mostly.train(data="/path/to/data")
   

4. Inspect generator quality:

   g.reports(display=True)
   

5. Generate new privacy-safe samples:

   mostly.probe(g, size=1_000_000)
   

Customer Testimonials

Leading organizations are transforming their data strategies with MOSTLY AI's synthetic data solutions:

• Swiss Post: Increased customer data access from 11% to 100% using synthetic data.
• Erste Group: Accelerates model development by using synthetic data in non-production environments.
• AWS: Helps customers unlock data silos and realize the value of their data.
• Databricks: Enables cross-industry intelligence by leveraging synthetic data in clean rooms.

Who is MOSTLY AI for?

MOSTLY AI is designed for:

• Data Scientists: To create and analyze synthetic data for model training and testing.
• AI/ML Engineers: To accelerate AI workloads and improve model performance.
• Data Analysts: To gain insights from production data and share data securely.
• Enterprise Organizations: To unlock data silos and drive smarter decision-making.

Why choose MOSTLY AI?

• Privacy-Safe Data: Ensures data privacy while enabling data access and sharing.
• High-Quality Synthetic Data: Generates realistic data that mimics real-world data.
• Scalable and Secure: Enterprise-ready platform with scalable deployment options.
• Easy to Use: Simple and powerful platform for both beginners and experts.

Best way to leverage synthetic data?

The best way to leverage synthetic data is to use it to:

• Train machine learning models without compromising privacy.
• Test and validate models in non-production environments.
• Share data with partners and collaborators securely.
• Unlock data silos and make data accessible across the organization.

By using MOSTLY AI, organizations can unlock the power of their data while maintaining data privacy and security. This leads to faster AI innovation, streamlined workflows, and smarter decision-making.

For more information, visit the MOSTLY AI website and explore the Synthetic Data SDK.