MOSTLY AI

MOSTLY AI is a comprehensive platform designed to generate high-fidelity, privacy-safe synthetic data. It offers a versatile toolkit that supports a wide range of data types, including categorical, numerical, geospatial, text, and more. The platform is capable of handling single-table, multi-table, and time-series data, making it suitable for diverse applications.

Key features of MOSTLY AI include advanced training options such as GPU/CPU support and differential privacy, ensuring that synthetic data is both accurate and secure. The platform also provides automated quality assurance through detailed HTML reports, allowing users to assess the fidelity and privacy of their synthetic datasets. Additionally, MOSTLY AI supports flexible sampling techniques, including up-sampling, conditional generation, and statistical fairness controls.

MOSTLY AI integrates seamlessly with external data sources, enabling users to connect to various databases and cloud storages. This integration facilitates efficient data management and analysis workflows. The platform is available in both client and local modes, allowing users to train and generate synthetic data either remotely or on their own compute resources. This flexibility makes it accessible to a broad range of users, from those requiring centralized management to those preferring local control over their data generation processes.