MOSTLY AI

MOSTLY AI provides a world-class Data Intelligence Platform designed to empower data teams by unlocking the full potential of their data. At its core, the platform excels at creating highly realistic and privacy-preserving synthetic data. This allows organizations to overcome common data access bottlenecks, such as privacy regulations (like GDPR and CCPA), data scarcity, and security concerns. By generating data that is statistically identical to real production data but contains no personal information, MOSTLY AI enables safe and rapid data sharing, testing, and AI model development.

The platform is built with agentic data science capabilities, featuring an AI Assistant that allows users to interact with and analyze data using simple natural language commands. This democratizes data analysis, making it accessible to both technical and non-technical users. The entire system is designed for security, allowing deployment within your own environment on Kubernetes or OpenShift, ensuring that your sensitive data never leaves your control.

How to use MOSTLY AI

Using MOSTLY AI involves a straightforward workflow, accessible through both its user-friendly platform and a powerful open-source Python SDK.

1. Connect Your Data: Securely connect to your production database or upload a data file within your own secure environment.
2. Train a Generator: Use the platform or the SDK to train a generative AI model on your original data. The model learns all the statistical patterns, correlations, and structures within the data.
3. Generate Synthetic Data: Once the generator is trained, you can create as many synthetic data samples as you need. You can generate entire datasets or use advanced sampling to create specific, conditioned data points (e.g., generate 1,000 samples for male customers over 65).
4. Analyze and Share: Use the built-in AI Assistant to run analyses on your data using natural language. The generated synthetic data is safe to share across teams, with external partners, or for public use, as it is completely anonymous.
5. Collaborate: Organize, manage, and collaborate on shared assets like data generators and datasets with your team members.

Core Features of MOSTLY AI

• High-Fidelity Synthetic Data: Generates statistically representative synthetic data that preserves complex correlations and time-series dependencies from the original data.
• Agentic AI Assistant: Allows users to create and run Python code for data analysis using simple natural language prompts, lowering the barrier to data insights.
• Enterprise-Grade Security: Offers secure, on-premise deployment on Kubernetes or OpenShift, ensuring data never leaves your environment.
• Built-in Differential Privacy: Provides mathematical guarantees of privacy, making the synthetic data immune to re-identification attacks and compliant with strict regulations.
• Open Source Python SDK: A fully permissive SDK (Apache v2 license) that allows data scientists and developers to integrate synthetic data generation directly into their Python workflows.
• Team Collaboration: Features for organizing, managing, and sharing data assets within teams to streamline workflows.
• Fast Training and Generation: Powered by the industry-leading TabularARGN model architecture, enabling up to 100x faster training times.

Use Cases for MOSTLY AI

MOSTLY AI is versatile and addresses critical needs across various industries.

• AI and Machine Learning Development: Augment limited datasets, balance classes, and train ML models without using sensitive production data.
• Software Testing and QA: Provide developers and testers with realistic, production-like data for robust application testing without risking data breaches.
• Data Sharing and Collaboration: Safely share data with internal teams, external partners, or researchers without compromising customer privacy.
• Regulatory Compliance: Meet the stringent requirements of data privacy laws like GDPR, CCPA, and HIPAA by using fully anonymized data.
• Product Demos and Training: Create realistic and engaging product demonstrations or training environments without exposing real customer information.

Advantages of MOSTLY AI

The platform offers significant advantages for data-driven organizations.

• Accelerate Innovation: Drastically reduces the time it takes to get access to safe, usable data, shortening AI development and testing cycles.
• Democratize Data: Enables broader access to data across the organization, empowering more employees to make data-informed decisions.
• Mitigate Risk: Eliminates the risk of data breaches and ensures compliance with privacy regulations by removing all personal identifiers.
• Cost-Effective: Reduces the complexity and cost associated with traditional data anonymization techniques.
• Flexibility and Power: Caters to all user levels, from business analysts using the no-code UI to data scientists leveraging the powerful Python SDK.

Pricing and Plans

MOSTLY AI operates on a freemium model. The Synthetic Data SDK is open-source and free to use, allowing individuals and teams to start generating synthetic data locally. For enterprise needs, including the full Data Intelligence Platform with its AI Assistant, collaborative features, and on-premise deployment, MOSTLY AI offers custom Enterprise plans. Interested parties can request a demo to receive a personalized quote based on their specific requirements.