Tonic.ai: Synthetic Test Data Generation for Software and AI Engineers

Secure data transformation for software and AI developers

Accelerate engineering velocity and ensure compliance with realistic data de-identification for structured and unstructured data

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See how it works

Generate secure and scalable synthetic data, when you need it, where you need it

Bring an end to critical bugs in production and accelerate your release cycles by fueling your staging and QA environments with data that mirrors the complexity of production.

Structural

Mimic your production data

Bring an end to critical bugs in production and accelerate your release cycles by fueling your staging and QA environments with synthetic data that mirrors the complexity of production.

Bring an end to critical bugs in production and accelerate your release cycles by fueling your staging and QA environments with data that mirrors the complexity of production.

Ephemeral

Automate data provisioning

Get rapid access to isolated test datasets that are fully representative of production, subset down for efficiency, and spun up with ease, as often as you need.

Bring an end to critical bugs in production and accelerate your release cycles by fueling your staging and QA environments with data that mirrors the complexity of production.

Textual

Unlock your free-text data for AI

Safely leverage your unstructured data in AI development while safeguarding against leaks and ensuring regulatory compliance through industry-leading free-text redaction and synthesis.

Bring an end to critical bugs in production and accelerate your release cycles by fueling your staging and QA environments with data that mirrors the complexity of production.

Validate

Maximize RAG performance

Track and enhance RAG system performance over time with real-time monitoring and benchmarking to ensure the accuracy of your RAG responses.

Fabricate

No production data? No problem.

Create scalable datasets with full relational integrity across unlimited tables to turbocharge development.

Trusted by engineering teams throughout the world

Senthil Padmanabhan
Technical Fellow, VP of Eng
“Tonic has an intuitive, powerful platform for generating realistic, safe data for development and testing. Tonic has helped eBay streamline the very challenging problem of representing the complexities contained within Petabytes of data distributed across many environments."
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Deliver the value of realistic synthetic data across your organization

1

Deploy Tonic

Deploy a self-hosted instance of Tonic, or work with your generated data in Tonic Cloud.

Self-Hosted or Cloud Based Synthetic Data Generation
2

Connect to your data

Tonic integrates with all the leading relational and NoSQL databases, data warehouses, and file types.

View connection documentation
Tonic Integrates With Relational, NoSQL Databases, Data Warehouses, and File Types for Seamless Data Connectivity
3

Transform your data via realistic masking and synthesis

Automatically identify sensitive data types and realistically mask or synthesis net new values that maintain consistency and preserve relationships across your database

View generator documentation
4

Distribute safe, realistic synthetic data to your team, refreshed on demand.

Provision your synthetic test data via container repos or by spinning up a net new database, as often as you need.

Find the plan that works for you.

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Most Recent
Guides
Explore the world of data masking and discover how it plays a crucial role in safeguarding sensitive information while maintaining data utility.
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Integrating Tonic Structural with your existing tech stack

Tonic Structural how-tos
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Build better and faster with quality test data today.

Unblock data access, turbocharge development, and respect data privacy as a human right.
Accelerate development with high-quality, privacy-respecting synthetic test data from Tonic.ai.Boost development speed and maintain data privacy with Tonic.ai's synthetic data solutions, ensuring secure and efficient test environments.