Tool overview
MOSTLY AI is listed under Data Analytics AI tools.
What is MOSTLY AI?
MOSTLY AI provides synthetic-data generation for privacy-preserving analytics, development, and AI. Its Apache-2.0 SDK runs locally, while the managed platform provides credits, REST and Python access, and governed enterprise workflows. Syntho now operates the MOSTLY AI brand.
Best for
Data teams creating realistic privacy-preserving datasets for analytics and development
Who is it for?
Decision note
Rebuilt from the original export under the complete V411 factual-source-verification workflow. Preview only. Apply remains blocked until Failures = 0, Warnings = 0, Unmapped = 0, Missing = 0, all explicit clears and rebrand changes are reviewed, image import is disabled or V380 accepts the asset, one representative WordPress edit screen is compared with the export and proposed row, and a post-Apply zero-change Preview is completed.
Key features
Apache-2.0 synthetic-data SDK
Structured and sequential data generation
Quality, privacy, and utility evaluation
Local, managed, API, and enterprise workflows
Use cases
Create privacy-preserving test data
Share data across controlled teams
Train models with synthetic records
Develop against production-like datasets
Pros
- Open SDK can run locally
- Two daily free platform credits are documented
- REST API and Python SDK are available
Limitations
Synthetic data is not automatically anonymous and must be evaluated for privacy leakage and rare-record exposure.
Utility varies by data structure, sample size, model settings, and the intended downstream analysis.
Pricing details
Billing options
Pricing note
The managed service provides two free credits per day. Additional managed or enterprise usage uses commercial terms without a stable public numeric starting price. The open-source SDK is available without a software subscription.
Supported languages
- English
Integrations
Databases
Data warehouses
Python
REST API
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