What MOSTLY AI does

MOSTLY AI is a data intelligence platform focused on synthetic data generation and secure data access. It lets teams create statistically representative, privacy-safe synthetic versions of production data, so sensitive records can be used for development, testing, and analytics without exposing real personal information. The platform also offers AI-assisted analysis, including a natural-language assistant that generates and runs Python to surface insights.

Key capabilities

  • Synthetic data generation for complex tabular and textual datasets, with built-in differential privacy
  • An open-source Synthetic Data SDK (Apache 2.0) using the TabularARGN architecture
  • Mock and simulated data for testing edge cases and what-if scenarios
  • Shared team workspaces and enterprise deployment on Kubernetes or OpenShift
  • Processing within a customer's own secure environment to keep data under their control

Who it's for

MOSTLY AI serves data science and analytics teams and enterprises that need privacy-compliant data access. Typical uses include accelerating AI model development with safe training data, testing and staging without production data exposure, cross-team and cross-partner data sharing, and unlocking siloed data under strict governance requirements.