Expert insights on synthetic data

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Our core tenets for de-identification in AI data licensing

No framework governs how people are protected when a company sells or licenses its operating data for AI training. These are the seven rules we work by, and the rules we believe any such transfer should meet.

Blog posts

Our core tenets for de-identification in AI data licensing

Data privacy
Data privacy
Tonic.ai editorial
Tonic Textual
Tonic Structural

Who should de-identify company data before it's sold to an AI lab

Tonic.ai editorial
Tonic.ai editorial
Data privacy
Tonic Textual

Why your agents are burning budget and not driving outcomes

Generative AI
Generative AI
Tonic.ai editorial
Tonic Fabricate

Announcing Distillery: An open-source AI gateway that preserves provider differences

Product updates
Product updates
Generative AI
Data privacy
Tonic Textual

The hardest agent to test is the one with the most agency

Technical deep dive
Technical deep dive
Generative AI
Tonic Fabricate

Your agent evals are grading the wrong thing

Generative AI
Generative AI
Technical deep dive
Tonic.ai editorial
Tonic Fabricate
Tonic Structural

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

Data de-identification
Data de-identification
Healthcare
Technical deep dive
Tonic Textual

Using roBERTa models + LLMs to improve NER results in healthcare data

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

Generate synthetic data without leaving Claude, Cursor, or your tool of choice

Data synthesis
Data synthesis
Generative AI
Product updates
Tonic Fabricate

Synthetic data validation: How to trust data that isn't real

Data synthesis
Data synthesis
Generative AI
Product updates
Tonic Fabricate

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