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MOSTLY AI
What it is
MOSTLY AI is a data intelligence platform for accessing production data, generating synthetic, mock and simulated data, and analyzing datasets. Its assistant lets users describe an analysis in natural language and create and run Python code. The open-source Synthetic Data SDK, licensed under Apache v2, supports local generation. Data support includes numerical, categorical, date-time, text and geolocation values. It can generate related multi-table data while retaining relationships between tables, and includes data insights reports, rebalancing, missing-value imputation and generation temperature control. Listed connectors cover MySQL, PostgreSQL, MariaDB, Oracle, Microsoft SQL Server, Snowflake, Databricks, BigQuery and Apache Hive, as well as Azure, GCP and AWS cloud buckets. An API and Python client are available for integrating generation into applications and workflows. Deployment options include Kubernetes, OpenShift and Minikube, along with on-premises, private cloud and air-gapped environments. The maker says the platform is SOC 2 and ISO 27001 certified. A single-node Kubernetes deployment requires at least 24 CPU cores, 48 GB RAM and 256 GB storage; local SDK GPU support is Linux-only. The free plan costs nothing, with no further limits stated.
For and against
For
- SDK supports local synthetic data generation
- Multi-table synthesis preserves relationships
- API and Python client are available
- Supports on-premises and air-gapped installation
Against
- Single-node Kubernetes needs at least 24 CPU cores
- Single-node Kubernetes needs at least 48 GB RAM
- Local SDK GPU support is Linux-only
The verdict
MOSTLY AI offers multiple ways to generate synthetic data and deploy the platform, with a free plan listed. Check the substantial minimum resources for a single-node Kubernetes deployment and Linux-only GPU support for SDK local mode.
Who it suits
It suits teams that need synthetic data generation, data analysis or integration into applications and workflows. Organizations with on-premises or air-gapped deployment needs may also consider its deployment options.
Plans and prices
Free
Get started for free; no further limits stated
Read 30 Sep 2026 · mostly.ai
On the record
- AI assistant
- Users can use natural language to create and run Python code to analyze data.mostly.ai · read 30 Sep 2026
- API and Python
- The platform provides an API and Python client for integrating synthetic data generation into applications and workflows.mostly.ai · read 30 Sep 2026
- Company history
- MOSTLY AI says it was founded in 2017 in Vienna, Austria.mostly.ai · read 30 Sep 2026
- Data types
- The platform supports structured numerical, categorical, and date-time data, plus text and geolocation data.mostly.ai · read 30 Sep 2026
- Deployment
- The platform can be deployed on Kubernetes or OpenShift, or installed via Minikube on a single VM.mostly.ai · read 30 Sep 2026
- Integrations
- Listed connectors include MySQL, PostgreSQL, MariaDB, Oracle, MS SQL Server, Snowflake, Databricks, BigQuery, and Azure, GCP, and AWS cloud buckets.mostly.ai · read 30 Sep 2026
- Minimum deployment resources
- A single-node Kubernetes deployment requires at least 24 CPU cores, 48 GB RAM, and 256 GB storage.mostly.ai · read 30 Sep 2026
- Multi-table data
- The platform can synthesize relational multi-table data while maintaining relationships between tables.mostly.ai · read 30 Sep 2026
- Product
- The Data Intelligence Platform provides access to production data, synthetic data generation, mock data generation, simulated data, and data analysis.mostly.ai · read 30 Sep 2026
- Quality and controls
- Features include Data Insights Reports, data rebalancing, missing-value imputation, and generation temperature control.mostly.ai · read 30 Sep 2026
- SDK requirements
- GPU support in the SDK's local mode is available on Linux only.mostly.ai · read 30 Sep 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 · read 30 Sep 2026
- Support
- Users can contact support by emailing [email protected].mostly.ai · read 30 Sep 2026
- Synthetic Data SDK
- The open source Python SDK is licensed under Apache v2 and supports local synthetic data generation.mostly.ai · read 30 Sep 2026
