Expert insights on synthetic data

The lastest

Your attack surface is your data. Mythos is the proof.

The most overlooked part of your attack surface isn't production. It's every copy of production sitting in staging, QA, AI pipelines, and developer laptops.

Blog posts

How synthetic data can help solve AI’s data crisis

Data synthesis
Data synthesis
Data privacy
Generative AI
Tonic Structural
Tonic Fabricate
Tonic Textual

Healthcare’s blind spot: What happens after our data is shared?

Data privacy
Data privacy
Healthcare
Tonic.ai editorial
Tonic Textual

Tonic.ai product updates: January 2026

Product updates
Product updates
Tonic.ai editorial
Tonic Fabricate
Tonic Structural
Tonic Textual

A guide to data masking for HITRUST certification

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

How to sanitize production data for use in testing

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

How test data generators support compliance and data privacy

Test data management
Test data management
Data privacy
Tonic Structural
Tonic Textual
Tonic Fabricate

Guided redaction in Tonic Textual: Human-precision, streamlined by AI

Product updates
Product updates
Tonic Textual

Transform sensitive text into AI-ready data on Microsoft Fabric

Data de-identification
Data de-identification
Data privacy
Product updates
Tonic Textual

Hyper-realistic synthetic data via agentic AI has arrived. Meet the Fabricate Data Agent.

Product updates
Product updates
Generative AI
Tonic.ai editorial
Data synthesis
Tonic Fabricate

Your data, your model: Self-serve custom entity types in Tonic Textual

Product updates
Product updates
Generative AI
Data privacy
Tonic Textual

Tonic.ai product updates: October 2025

Product updates
Product updates
Tonic.ai editorial
Tonic Fabricate
Tonic Structural
Tonic Textual

Preventing training data leakage in AI systems

Generative AI
Generative AI
Tonic Textual