Expert insights on synthetic data

The lastest

Synthetic data is all you need for Reinforcement Learning

We used Tonic Fabricate to generate a fully synthetic email corpus, then RL fine-tuned an open-source model against it. The result: it beat o3 on real Enron emails — without ever seeing a real email.

Blog posts

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

Inference protection for LLMs: Keeping sensitive data out of AI workflows

Generative AI
Data privacy
Tonic Textual

How to de-identify financial documents with Tonic Textual

Data privacy
Generative AI
Financial services
Tonic Textual

Tonic Structural vs Informatica: Which is better for Test Data Management?

Test data management
Test data management
Data de-identification
Tonic Structural
Tonic Fabricate

Informatica Test Data Management pros and cons: a complete guide

Test data management
Data de-identification
Tonic Structural
Tonic Fabricate

How to maximize HEDIS scores with synthetic data

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