Expert insights on synthetic data

The lastest

Training effective models without the annotation budget

Learn how to bypass costly annotation workflows by using LLM-generated labels and lightweight fine-tuning to build high-quality NER models with minimal human input.

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Blog posts

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

Why your competitors are investing in Tonic.ai—and why you should, too

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

AI data breaches in healthcare: protecting patient privacy & trust

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

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