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MOSTLY AI provides a robust Data Intelligence Platform and an Open Source Synthetic Data SDK, empowering organizations to generate, analyze, and share high-quality, privacy-safe synthetic data. This comprehensive solution directly addresses the challenges of accessing and utilizing sensitive production data, enabling you to accelerate your AI initiatives, streamline workflows, and drive smarter decision-making with confidence and compliance.

Key Features

MOSTLY AI equips you with powerful tools to transform your data strategy:

• 🔒 Privacy-Safe Synthetic Data Generation: Train generative AI models on your real data to learn its patterns and statistical properties, then generate entirely new, artificial datasets. This synthetic data is statistically identical to the original but contains no personal information, eliminating re-identification risk and enabling compliant data use.

• 🗣️ AI Assistant for Data Exploration: Interact with your data using natural language queries. The AI Assistant allows you to run analyses, create visualizations, and unlock valuable insights from your synthetic (or secure production) data seamlessly, making data exploration accessible to more team members.

• 🚀 High-Fidelity & Complex Data Support: Leveraging proprietary algorithms and the TabularARGN model, MOSTLY AI generates synthetic data that accurately preserves crucial statistical properties, feature correlations, and complex structures like time-series, multi-table relationships (including AI-grade star schemas and nested sequences). This ensures your synthetic data is a reliable drop-in replacement for production data in demanding applications like ML model training.

• 🏗️ Enterprise-Ready & Secure Deployment: The platform is built for the enterprise, connecting to your data within your secure environment and running on your compute infrastructure. Scalable deployment options like Kubernetes and OpenShift ensure performance, security, and compliance with organizational requirements.

• 🔬 Detailed Quality Assurance & Control: Each generated synthetic dataset comes with automated Model Insights Reports, providing a transparent 360-degree view of data quality, accuracy (univariate/bivariate distributions, correlations), and privacy guarantees. Features like data rebalancing and temperature control offer granular control to fine-tune synthetic data for specific use cases or improve dataset characteristics like class balance.

How MOSTLY AI Solves Your Problems

Accessing and using sensitive data for innovation is often hampered by privacy regulations, security concerns, and bureaucratic hurdles. MOSTLY AI offers a powerful alternative:

• Overcome the Privacy-Utility Trade-off: Unlike traditional anonymization methods (masking, pseudonymization) that often sacrifice data utility for privacy, MOSTLY AI generates high-quality synthetic data that is safe and highly useful. This empowers you to use data for advanced analytics and ML training without compromising privacy or compliance.

• Accelerate Data Access & Collaboration: Safely share realistic datasets internally across teams or externally with partners and vendors. By providing compliant synthetic data, you drastically reduce the time and effort required for data provisioning, enabling faster project timelines and fostering a data-driven culture.

• Improve AI/ML Development: Train your machine learning models on privacy-safe, high-fidelity synthetic data instead of sensitive production data. Use features like data rebalancing to improve model performance by addressing issues like class imbalance or bias present in the original data, leading to more robust and fair models.

• Streamline Testing & Development: Generate realistic, complex test data on demand for software development and quality assurance. Synthetic data accurately reflects production data characteristics, leading to more effective testing and reducing dependencies on limited, sensitive test environments.

Why Choose MOSTLY AI?

MOSTLY AI stands out by combining cutting-edge generative AI with a deep understanding of enterprise data needs:

• Industry-Leading Accuracy: Our proprietary algorithms and TabularARGN model architecture are designed specifically for complex structured data, ensuring the highest fidelity and utility of your synthetic datasets.

• Unparalleled Support for Complex Data: We are pioneers in synthesizing challenging data types like time-series and complex multi-table relationships, which are critical for real-world business applications.

• Robust Built-in Privacy: Privacy isn't an afterthought; it's fundamental. Our platform incorporates mechanisms to prevent overfitting and protect against outliers, ensuring the synthetic data is truly safe.

• Flexible Options: Choose between the enterprise-grade Data Intelligence Platform for secure, scalable team collaboration or the Open Source SDK for local, Python-based synthetic data generation.

Conclusion

MOSTLY AI provides the secure, high-quality synthetic data you need to unlock the full potential of your data and AI initiatives. By removing privacy barriers and accelerating data access, MOSTLY AI empowers your teams to innovate faster, make smarter decisions, and maintain compliance in today's data-driven world.