Expert insights on synthetic data

The latest

Our core tenets for de-identification in AI data licensing

No framework governs how people are protected when a company sells or licenses its operating data for AI training. These are the seven rules we work by, and the rules we believe any such transfer should meet.

Blog posts

Tonic Fabricate vs Claude: Why synthetic data generation needs more than an LLM

Data synthesis
Data synthesis
Generative AI
Tonic Fabricate

Generate referentially intact synthetic data across your entire data ecosystem

Data synthesis
Data synthesis
Tonic Fabricate

How to mock the PayPal API with Tonic Fabricate

Technical deep dive
Data synthesis
Technical deep dive
Tonic Fabricate

Benchmarking OpenAI's Privacy Filter: What it gets right, and where PII detection still needs real data

Technical deep dive
Data privacy
Technical deep dive
Generative AI
Tonic Textual

The agentification of Test Data Management is here. Meet the Structural Agent.

Data de-identification
Data de-identification
Test data management
Product updates
Tonic Structural

Synthetic data is all you need for Reinforcement Learning

Generative AI
Data synthesis
Generative AI
Technical deep dive
Tonic Fabricate

From off-limits to AI-Ready: Preparing unstructured data directly in Microsoft Fabric with Tonic Textual

Product updates
Data de-identification
Product updates
Generative AI
Tonic Textual

How redaction software can help government agencies comply with FOIA

Data de-identification
Data privacy
Data de-identification
Tonic Structural
Tonic Textual

Training effective models without the annotation budget

Test data management
Test data management
Generative AI
Technical deep dive
Tonic Textual

Tonic Textual + Haystack: Privacy-safe data for RAG pipelines

Product updates
Product updates
Data de-identification
Tonic Textual

Tonic Textual + LangChain: secure data for LLM applications

Product updates
Product updates
Data de-identification
Tonic Textual

Tonic Textual + MCP Server: PII-safe context for AI

Product updates
Product updates
Generative AI
Tonic Textual