Tonic

Generate safe, realistic synthetic data for AI training, software testing, and development from scratch or from production data.

Verified API available Free tier ~3.3k monthly visits
Quick facts
What is it Generate safe, realistic synthetic data for AI training, software testing, and development from scratch or from production data.
Pricing Freemium — from $29/mo
Free tier Yes
Platform Web Application
API Yes
Best for Creating test databases for application development, Generating training data for AI and machine learning models
Domain registered 2017

Data updated Aug. 1, 2026

What does Tonic do?

Tonic is a synthetic data generation platform that helps engineering teams create realistic, safe data for development and AI workflows. It solves the common problem of developers waiting for access to production data by generating artificial data that maintains the statistical properties and relationships of real data without exposing sensitive information. The platform can create data from scratch or transform existing production data into privacy-compliant versions.

Tonic works through three main products: Fabricate generates synthetic databases and mock APIs using AI, Structural de-identifies and subsets production databases while preserving referential integrity, and Textual handles unstructured data redaction and synthesis for AI training. What makes Tonic stand out is its focus on maintaining data relationships and business logic across generated datasets, ensuring the synthetic data behaves like real data in testing scenarios. The platform includes compliance features for regulated industries like healthcare and finance.

Software development teams benefit most from Tonic when they need to accelerate testing cycles without compromising data security. AI engineers use it to create training datasets without privacy concerns, and QA teams rely on it for comprehensive testing with data that accurately reflects production environments. Companies in regulated industries particularly value Tonic's ability to help them meet HIPAA, PCI, and GDPR requirements while still enabling rapid innovation.

#ai training#compliance#data generation#data privacy#developer tools#synthetic data#test-data

Key features

What makes it stand out
01
Generate fully relational synthetic databases from scratch using AI
02
De-identify and sanitize sensitive production data for secure testing
03
Redact and synthesize unstructured data for safe AI model training
04
Create high-fidelity simulated environments for reinforcement learning
05
Maintain referential integrity and business logic across all synthetic data

Who is Tonic for?

Who benefits most from this tool
Creating test databases for application development
Generating training data for AI and machine learning models
De-identifying sensitive production data for compliance

Pricing

Free tier available — start without a credit card

Free

Free
  • $10 of monthly credits
  • Basic data export options
  • Support via Discord
  • Deployment via Tonic Cloud

Plus

$29.0/month
  • $25 of monthly credits
  • Pay-as-you-go for additional usage
  • Basic data export options
  • Support via Discord and email
  • Deployment via Tonic Cloud

Enterprise

Custom
  • Custom and pooled usage
  • Centralized billing
  • Expanded export options, including Microsoft SQL Server and Oracle
  • Dedicated customer support
  • Multiple workspaces with RBAC
  • Authentication via SSO
  • Deployment via Tonic Cloud or self-hosted

Trust & presence

Domain Domain registered 2017

Gallery

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