Expert insights on synthetic data

The latest

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

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

Data privacy
Data privacy
Data de-identification
Tonic.ai editorial
Tonic Structural
Tonic Textual
Tonic Fabricate

Tonic.ai vs. Synthesized.io: Purpose-built depth vs. bundled breadth

Data synthesis
Data synthesis
Test data management
Tonic Structural
Tonic Fabricate

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

Best synthetic data generation tools and platforms compared for 2026

Data synthesis
Data synthesis
Generative AI
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