Expert insights on synthetic data

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

Benchmarking OpenAI’s Privacy Filter on real-world data, analyzing PII detection performance, recall gaps, and how fine-tuning improves results across domains.

Blog posts

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

Technical deep dive
Data privacy
Technical deep dive
Generative AI
Tonic Textual

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

Data de-identification
Data de-identification
Test data management
Product updates
Tonic Structural

Synthetic data is all you need for Reinforcement Learning

Generative AI
Data synthesis
Generative AI
Technical deep dive
Tonic Fabricate

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

Product updates
Data de-identification
Product updates
Generative AI
Tonic Textual

How redaction software can help government agencies comply with FOIA

Data de-identification
Data privacy
Data de-identification
Tonic Structural
Tonic Textual

Training effective models without the annotation budget

Test data management
Test data management
Generative AI
Technical deep dive
Tonic Textual

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

Product updates
Product updates
Data de-identification
Tonic Textual

Tonic Textual + LangChain: secure data for LLM applications

Product updates
Product updates
Data de-identification
Tonic Textual

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

Product updates
Product updates
Generative AI
Tonic Textual

Inference protection for LLMs: Keeping sensitive data out of AI workflows

Generative AI
Data privacy
Tonic Textual

How to de-identify financial documents with Tonic Textual

Data privacy
Generative AI
Financial services
Tonic Textual

Tonic Structural vs Informatica: Which is better for Test Data Management?

Test data management
Test data management
Data de-identification
Tonic Structural
Tonic Fabricate