Tonic.ai Blog | Synthetic Data Insights & Engineering | Tonic.ai

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Expert insights on synthetic data

The lastest

Generate referentially intact synthetic data across your entire data ecosystem

Your software runs on many interconnected systems. Now Fabricate generates referentially intact synthetic data across all of them, from a single conversation.

Generate referentially intact synthetic data across your entire data ecosystem

Data synthesis

How to mock the PayPal API with Tonic Fabricate

Technical deep dive

Best synthetic data generation tools and platforms compared for 2026

Data synthesis

Benchmarking OpenAI's Privacy Filter: What it gets right, and where PII detection still needs real data

Technical deep dive

The agentification of Test Data Management is here. Meet the Structural Agent.

Data de-identification

Synthetic data is all you need for Reinforcement Learning

Generative AI

From off-limits to AI-Ready: Preparing unstructured data directly in Microsoft Fabric with Tonic Textual

Product updates

How redaction software can help government agencies comply with FOIA

Data de-identification

Training effective models without the annotation budget

Test data management

Tonic Textual + Haystack: Privacy-safe data for RAG pipelines

Product updates

Tonic Textual + LangChain: secure data for LLM applications

Product updates

Tonic Textual + MCP Server: PII-safe context for AI

Product updates

Build better and faster with quality test data today.

Unblock data access, turbocharge development, and respect data privacy as a human right.