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Products
Synthetic data platform
Tonic Fabricate
Synthesize relational data, free-text, and mock APIs from scratch
Tonic Structural
De-identify, subset, and synthesize structured and semi-structured data
Tonic Textual
De-identify, redact, and synthesize unstructured data, free-text, and files
Technologies
Integrations
Including relational databases, data lakes, NoSQL databases, flat files, and SaaS applications
Security
Learn about the security posture and compliance framework built into our products
GitHub
Access our open-source libraries, SDKs, and developer tools to streamline your implementation
Capabilities
Synthetic data generation
Test Data Management
Data de-identification
Data subsetting
Named Entity Recognition
Data discovery and classification
Guided redaction for government
Guided redaction for enterprise
Expert determination
Clinical notes for AI
Solutions
By use case
App development
Testing & QA
Compliance
Company data de-identification
Model training
Reinforcement learning
By industry
Financial services
Healthcare
Cookbooks
LLM fine-tuning on sensitive data
Playbooks
Audio redaction and synthesis
Centralized vs decentralized data de-identification
Pricing
Resources
Technical
Product docs
Tutorial videos
Release notes
FAQ
Editorial
Guides
Case studies
Blog
Webinars
Featured guides
What is data anonymization?
What is synthetic data?
What is test data management?
What is AI training data?
AI model benchmarks
Company
About us
Partners
Careers
News
Contact us
Search
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Search
Log in
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Tonic Fabricate
Data synthesis from scratch
Tonic Structural
Structured data de-identification
Tonic Textual
Unstructured data de-identification
Book a demo
Start free
Book a demo
Start free
Products
Synthetic data platform
Tonic Fabricate
Synthesize relational data, free-text, and mock APIs from scratch
Tonic Structural
De-identify, subset, and synthesize structured and semi-structured data
Tonic Textual
De-identify, redact, and synthesize unstructured data, free-text, and files
Technologies
Integrations
Including relational databases, data lakes, NoSQL databases, flat files, and SaaS applications
Security
Learn about the security posture and compliance framework built into our products
GitHub
Access our open-source libraries, SDKs, and developer tools to streamline your implementation
Capabilities
Synthetic data generation
Test Data Management
Data de-identification
Data subsetting
Named Entity Recognition
Data discovery and classification
Guided redaction for government
Guided redaction for enterprise
Expert determination
Clinical notes for AI
Solutions
By use case
App development
Testing & QA
Compliance
Company data de-identification
Model training
Reinforcement learning
By industry
Financial services
Healthcare
Cookbooks
LLM fine-tuning on sensitive data
Playbooks
Audio redaction and synthesis
Centralized vs decentralized data de-identification
Pricing
Resources
Technical
Product docs
Tutorial videos
Release notes
FAQ
Editorial
Guides
Case studies
Blog
Webinars
Featured guides
What is data anonymization?
What is synthetic data?
What is test data management?
What is AI training data?
AI model benchmarks
Company
About us
Partners
Careers
News
Contact us
Search
Search
Search
Log in
Select a product to log in
Tonic Fabricate
Data synthesis from scratch
Tonic Structural
Structured data de-identification
Tonic Textual
Unstructured data de-identification
Book a demo
Start free
Release Notes
Overview
Tonic Fabricate
Tonic Structural
Tonic Textual
Tonic Fabricate release notes
4.41.3
4.41.3
Removed
November 11, 2026
Internal enhancements and other issue fixes.
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