MOSTLY AI

MOSTLY AI is a Data & Analytics tool that generates privacy-safe synthetic data. It offers an AI-native workspace for data analysis and collaboration, supporting mock data for testing and large-scale data simulation.

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At a glance

Pricing

Open Source · Enterprise

Free tier

Yes

API

Yes

Skill level

Technical

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

generate synthetic data

analyze data

simulate data

test software

share data securely

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 · Enterprise

DataLLM

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.

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Subcategories trending in Data & Analytics

Business Intelligence Predictive Analytics Data Labeling & Annotation Real-Time Analytics Market Research Data Cleaning & Prep

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Also listed in

This tool also appears in

Research & Education › AI Search Engines AI Agents & Automation › Chatbots & Conversational AI Coding & Development › Testing & QA

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