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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
Tonic Datasets
Get domain-specific synthetic datasets generated as a service
BETA
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
Capabilities
Synthetic data generation
Test Data Management
Data de-identification
Database subsetting
Named Entity Recognition
Data discovery and classification
Government redaction
Expert determination
Solutions
By use case
App development
Testing & QA
Model training
LLM privacy proxy
RAG systems
Compliance
By industry
Financial services
Healthcare
Playbooks
LLM fine-tuning
Audio redaction and synthesis
Centralized vs decentralized data de-identification
Pricing
Resources
Technical
Product docs
Tutorial videos
Release notes
FAQ
Editorial
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Tonic Structural
Structured data de-identification
Tonic Textual
Unstructured data de-identification
Tonic Ephemeral
Ephemeral databases on demand
Tonic Fabricate
Data synthesis from scratch
Book a demo
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
Tonic Datasets
Get domain-specific synthetic datasets generated as a service
BETA
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
Capabilities
Synthetic data generation
Test Data Management
Data de-identification
Database subsetting
Named Entity Recognition
Data discovery and classification
Government redaction
Expert determination
Solutions
By use case
App development
Testing & QA
Model training
LLM privacy proxy
RAG systems
Compliance
By industry
Financial services
Healthcare
Playbooks
LLM fine-tuning
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
Company
About us
Partners
Careers
News
Contact us
Search
Search
Search
Log in
Select a product to log in
Tonic Structural
Structured data de-identification
Tonic Textual
Unstructured data de-identification
Tonic Ephemeral
Ephemeral databases on demand
Tonic Fabricate
Data synthesis from scratch
Book a demo
Release Notes
Overview
Tonic Fabricate
Tonic Structural
Tonic Textual
Tonic Structural release notes
v1577
v1577
Removed
November 21, 2025
Structural now supports HashiCorp Vault as an option for secrets managers.
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