Expert insights on synthetic data

The latest

De-identifying and synthesizing healthcare PDFs of patient lab reports for model training and Expert Determination

PDFs are the hardest healthcare data to de-identify. Here is how Tonic Textual identifies PHI in lab reports and synthesizes realistic replacements for Expert Determination.

Blog posts

Data masking and data governance: Ensuring data integrity

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

Tonic.ai product updates: August 2025

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

Meet Tonic Datasets: Bespoke synthetic datasets for AI training and evaluation

Product updates
Generative AI
Product updates
Data synthesis
Tonic Fabricate

Building a scalable approach to PII protection within AI governance frameworks

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

CCPA: Understanding how synthetic data can help achieve compliance

Data privacy
Data privacy
Tonic Structural
Tonic Textual
Tonic Fabricate

Data is the new code: the evolution of software development

Tonic.ai editorial
Tonic.ai editorial
Tonic Structural
Tonic Textual
Tonic Fabricate

Tonic.ai product updates: June 2025

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

Deep dive: Small vs large language models for token classification

Technical deep dive
Technical deep dive
Data de-identification
Generative AI
Tonic Textual

Demo: Fine-tuning LLMs with Tonic Textual

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

Evaluating open-source tools for data masking

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

Tonic.ai product updates: May 2025

Product updates
Product updates
Tonic Structural
Tonic Textual
Tonic Fabricate

Introducing audio synthesis for Tonic Textual: actionable audio, privacy protected

Product updates
Product updates
Data privacy
Data synthesis
Tonic Textual