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Mostly AI

Enterprise synthetic data platform for generating privacy-safe AI training and testing datasets. Pricing: Freemium (Free tier with limited rows; Business plans from $800/month). See pros, cons, altern

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What is Mostly AI?

Mostly AI is a platform for generating synthetic data that mimics real datasets without exposing private information. It's designed for organisations that need training and testing data for machine learning models but face constraints around data privacy, regulations like GDPR, or the cost of collecting large volumes of real data. The tool uses AI to learn patterns from existing datasets and generate new synthetic versions that retain statistical properties whilst removing identifiable information. It's particularly useful for enterprises working with sensitive data in healthcare, finance, or other regulated sectors.

Key features

Synthetic data generation

Creates artificial datasets that mirror the statistical properties of real data without containing actual personal information

Privacy compliance

Generates datasets that meet privacy regulations by design, reducing risk of data breaches or regulatory violations

Bulk dataset creation

Produces large volumes of training and testing data quickly, useful for machine learning projects that need diverse examples

Data quality assessment

Evaluates how well generated data matches the original dataset's characteristics

API access

Allows integration with existing data pipelines and workflows for automated synthetic data production

Pros & cons

Advantages

  • Addresses genuine privacy concerns by removing the need to share or copy sensitive real data
  • Accelerates machine learning projects by providing abundant training data without collection delays
  • Reduces compliance burden for organisations handling regulated data in healthcare, finance, or government
  • Free tier available for small-scale testing and evaluation

Limitations

  • Synthetic data may not capture rare events or edge cases present in real data, potentially limiting model robustness
  • Pricing starts at $800/month for business plans, which is a significant commitment for smaller teams
  • Requires some technical knowledge to integrate and validate generated datasets effectively

Use cases

Generating test datasets for healthcare AI systems without exposing patient records

Creating large training datasets for financial fraud detection models whilst maintaining regulatory compliance

Producing anonymised customer behaviour data for testing recommendation engines

Building diverse datasets for computer vision models in regulated industries

Sharing datasets with external teams or partners without privacy risks

Ready to try Mostly AI?

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Pricing

Free

Free

Limited number of rows; suitable for testing and small projects

Business

$800/month

Higher row limits, API access, priority support, and advanced generation options

Enterprise

Custom

Bespoke solutions, dedicated support, custom integrations, and volume-based pricing

Get started with Mostly AI

Click through to Mostly AI and start using it now.

Try Mostly AI free
  • Free plan available
  • No credit card