Expert insights on synthetic data

The latest

Why your agents are burning budget and not driving outcomes

Most agent programs track token spend, not business outcomes. Here's why outcome-blind agents get canceled, and what leaders must measure to prove ROI.

Blog posts

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

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