Financial services data de-identification for software testing and AI model training

Accelerate development and unblock innovation by powering your lower environments and AI workflows with synthetic finance data that mirrors production complexity.

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8
x
Faster release cycles
1000
+
Developer hours saved
4
x
Return on investment

Optimize finance data generation to maximize developer productivity

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.

Rapid data refresh

De-identify and generate realistic financial data in a fraction of the time required by legacy tools to rapidly refresh your lower environments and fuel AI initiatives with high-fidelity, compliant datasets.

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.

Accelerated development

Enable efficient shift-left testing with fully representative synthetic financial data that captures all edge cases across cloud and mainframe data sources without introducing complexity into your workflows.

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.

Guaranteed compliance

Apply regulatory-specific data transformations to de-identify PII throughout structured and unstructured data, ensuring data privacy compliance with PCI and global regulations, and eliminating risk in development and AI workflows.

The data de-identification platform for financial institutions

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Consistent data de-identification across databases

Work across data sources to apply granular data masking and synthesis techniques that ensure input-to-output consistency and preserve referential integrity within your structured, semi-structured, and unstructured data.

Patented database subsetting

Shrink petabytes of data down to targeted gigabyte datasets to minimize your data footprint without breaking referential integrity for streamlined testing, efficient debugging, and reduced risk of data leaks.

Optimized performance for petabyte scale

Eliminate lags in data provisioning with data generation solutions specifically architected to support large data volumes, so that data access is never a bottleneck to efficient development.

Built-in data governance tools for visibility and security

Standardize rules for data generation to enforce security policies, and access privacy reports and audit trails with customizable RBAC to monitor and validate adherence to privacy compliance throughout your data pipelines.

Cross-platform integrations with enterprise systems

Support for all the leading data sources, from the cloud to mainframe to files, and a fully accessible API enable seamless integration with your databases, CI/CD workflows, and automated test suites.

The Tonic.ai product suite

Tonic Structural

For structured and semi-structured data de-identification

Tonic Textual

For unstructured, free-text data de-identification

Tonic Ephemeral

For ephemeral data environments

Fabricate

For structured and semi-structured data de-identification

Resources
Learn more about de-identifying and synthesizing financial data in our technical guides and blog articles.
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Optimizing Oracle database management, part 3: benefits & best practices of ephemeral data environments

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Optimizing Oracle database management, part 2: CDB, PDB, & key features

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Optimizing Oracle database management, part 1: Common challenges & innovative solutions

Test Data Management

De-identifying Data for Software Development and Testing at Enterprise Scale

Data de-identification

Make sensitive financial data usable for software and AI development.

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.