About
What is MOSTLY AI?
MOSTLY AI is a data intelligence platform designed to unlock the power of data through secure access, high-quality synthetic data generation, and seamless analysis. The platform features an AI Assistant for persistent data analysis and collaboration, allowing users to gain insights from live production data using natural language. It supports the creation of realistic mock data for safe experimentation and testing, and generates high-fidelity, privacy-safe synthetic datasets that mimic real data without exposing sensitive information. Additionally, MOSTLY AI enables the simulation of edge cases and future scenarios for stress testing strategies. The platform is built for individuals, teams, and enterprise organizations, offering scalable deployment options and an open-source Synthetic Data SDK for local data generation.
Best used for
Ideal for data scientists and developers who need to create privacy-safe datasets, generate realistic mock data for testing, and simulate complex data scenarios. Especially valuable for organizations looking to accelerate AI innovation, streamline workflows, and ensure data privacy while sharing insights.
Common actions
testing & qaself-service analyticssynthetic datadata sharingpython integrationAI-poweredai/ml development
Capabilities
Key features
- Generate synthetic data
- Create mock data
- Simulate data scenarios
- AI Assistant for analysis
- Detailed data insights reports
- Time-series data support
- Multi-table setup synthesis
Target Audience
data scientistdeveloper
Integrations
mysqlpostgresqlmariadboraclems-sql-serversnowflakedatabricksbigquery+ 3 more
Pricing & Plans
Open Source ยท Enterprise
FAQs
What is the MOSTLY AI Synthetic Data SDK?
The Synthetic Data SDK is an open-source Python library that allows users to generate high-fidelity synthetic data locally within their Python environment. It's powered by the TabularARGN model and includes built-in differential privacy, enabling faster training and support for complex tabular and textual datasets.
How does MOSTLY AI ensure data privacy?
MOSTLY AI uses original data solely for training generative AI models, ensuring it remains anonymous. The platform's in-built privacy mechanisms prevent overfitting and safeguard against outliers, learning data patterns without direct re-identification risk. Privacy is a default priority in all data synthesis configurations.
Can MOSTLY AI handle complex data structures like multi-table setups?
Yes, the MOSTLY AI Platform understands and preserves relationships between tables in a relational database setting. It supports synthesizing complex data structures and maintaining referential integrity across tables, ensuring the coherence and utility of the synthesized data for various business applications.