Expert insights on synthetic data

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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

How test data generators support compliance and data privacy

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

Guided redaction in Tonic Textual: Human-precision, streamlined by AI

Product updates
Product updates
Tonic Textual

Transform sensitive text into AI-ready data on Microsoft Fabric

Data de-identification
Data de-identification
Data privacy
Product updates
Tonic Textual

Hyper-realistic synthetic data via agentic AI has arrived. Meet the Fabricate Data Agent.

Product updates
Product updates
Generative AI
Tonic.ai editorial
Data synthesis
Tonic Fabricate

Your data, your model: Self-serve custom entity types in Tonic Textual

Product updates
Product updates
Generative AI
Data privacy
Tonic Textual

Tonic.ai product updates: October 2025

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

Preventing training data leakage in AI systems

Generative AI
Generative AI
Tonic Textual

Best practices for AI model optimization without risking privacy

Generative AI
Data privacy
Generative AI
Tonic Textual

Navigating the European Union AI Act

Data privacy
Generative AI
Data privacy
Tonic Structural
Tonic Textual
Tonic Fabricate

Tonic.ai + Microsoft: Accelerating AI adoption with privacy-compliant synthetic data

Product updates
Product updates
Tonic Structural
Tonic Textual
Tonic Fabricate

Turn sensitive data into safe AI assets with Tonic Textual in Amazon SageMaker Unified Studio

Generative AI
Generative AI
Data de-identification
Tonic Textual

Tonic Textual on Microsoft Fabric: Now in private preview

Generative AI
Generative AI
Tonic Textual