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MOSTLY AI

APIyesOSS—FREEyesDOCS4/5
MA7.2#7 of 30
outWeb—Windows—MacoutLinux—Android—iOS

Ranked in Synthetic Data Generation Software ·Free plan

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About

MOSTLY AI is a data intelligence platform for working with production data and generating synthetic, mock, and simulated data. It also provides data analysis, including an assistant that turns natural-language requests into Python code users can run. Its open-source Synthetic Data SDK is licensed under Apache v2 and supports local generation. The platform handles numerical, categorical, date-time, text, and geolocation data, and can synthesize related tables while retaining their relationships. Data Insights Reports, rebalancing, missing-value imputation, and generation temperature controls support data preparation. Connectors include MySQL, PostgreSQL, MariaDB, Oracle, MS SQL Server, Snowflake, Databricks, BigQuery, Apache Hive, and cloud buckets. An API and Python client support workflow integration. Deployment options include Kubernetes, OpenShift, Minikube, on-premises, and private cloud, including air-gapped environments. The maker says the platform is SOC 2 and ISO 27001 certified. The Free plan is 0.00 USD per free.

Who it is for

It suits teams that need synthetic data for varied data types or related tables, with database and cloud-bucket connections. Teams can use its API and Python client, or deploy it in supported self-hosted environments.

What is good

  • Open-source Apache v2 SDK supports local generation.
  • Synthesizes relational tables while preserving their relationships.
  • Includes an API and Python client.
  • Supports Kubernetes, OpenShift, and Minikube deployment.
  • Free plan is 0.00 USD per free.

What to know first

  • SDK local-mode GPU support is Linux-only.
  • Single-node Kubernetes needs 24 CPU cores, 48 GB RAM, and 256 GB storage.

Verdict

MOSTLY AI combines synthetic-data generation, analysis tools, and deployment choices for teams working with production data. Check the local GPU and Kubernetes resource requirements against your environment.

Compared on synthetic data generation software

Free plan
Yesmostly.ai
Deployment
hybridmostly.ai
Relational data
Yesmostly.ai

Facts

Product
The Data Intelligence Platform provides access to production data, synthetic data generation, mock data generation, simulated data, and data analysis.mostly.ai · 30 Sept 2026
AI assistant
Users can use natural language to create and run Python code to analyze data.mostly.ai · 30 Sept 2026
Synthetic Data SDK
The open source Python SDK is licensed under Apache v2 and supports local synthetic data generation.mostly.ai · 30 Sept 2026
Data types
The platform supports structured numerical, categorical, and date-time data, plus text and geolocation data.mostly.ai · 30 Sept 2026
Multi-table data
The platform can synthesize relational multi-table data while maintaining relationships between tables.mostly.ai · 30 Sept 2026
Quality and controls
Features include Data Insights Reports, data rebalancing, missing-value imputation, and generation temperature control.mostly.ai · 30 Sept 2026
Integrations
Listed connectors include MySQL, PostgreSQL, MariaDB, Oracle, MS SQL Server, Snowflake, Databricks, BigQuery, and Azure, GCP, and AWS cloud buckets.mostly.ai · 30 Sept 2026
API and Python
The platform provides an API and Python client for integrating synthetic data generation into applications and workflows.mostly.ai · 30 Sept 2026
Security
The maker says the platform is SOC 2 and ISO 27001 certified and offers on-premises installation, including air-gapped environments, and private cloud deployment.mostly.ai · 30 Sept 2026
SDK requirements
GPU support in the SDK's local mode is available on Linux only.mostly.ai · 30 Sept 2026
Minimum deployment resources
A single-node Kubernetes deployment requires at least 24 CPU cores, 48 GB RAM, and 256 GB storage.mostly.ai · 30 Sept 2026
Support
Users can contact support by emailing [email protected].mostly.ai · 30 Sept 2026
Company history
MOSTLY AI says it was founded in 2017 in Vienna, Austria.mostly.ai · 30 Sept 2026

Company

Founded
2017mostly.ai · 23 Sept 2026

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