Your attack surface is your data. Mythos is the proof.
The most overlooked part of your attack surface isn't production. It's every copy of production sitting in staging, QA, AI pipelines, and developer laptops ... Read More
Tonic.ai vs. Synthesized.io: Purpose-built depth vs. bundled breadth
A detailed comparison of Tonic.ai and Synthesized.io across synthetic data generation, test data management, AI capabilities, and enterprise readiness ... Read More
Tonic Fabricate vs. Claude: Why synthetic data generation needs more than an LLM
A direct comparison of Tonic Fabricate and Claude for synthetic data generation, covering benchmarks on speed, cost, usability, and data coherence at scale ... Read More
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 ... Read More
How to mock the PayPal API with Tonic Fabricate
Use Tonic Fabricate to stand up a deterministic mock of PayPal's REST API in minutes, so you can build and test your checkout flow without the sandbox ... Read More
Best synthetic data generation tools and platforms compared for 2026
A side-by-side comparison of the leading synthetic data tools and platforms for developers and data teams, whether you’re looking for an enterprise platform or an open-source tool ... Read More
Benchmarking OpenAI’s Privacy Filter: What it gets right, and where PII detection still needs real data
A deep dive into OpenAI’s Privacy Filter, benchmarking its PII detection performance against Tonic Textual on real-world datasets. We explore where the model succeeds, where it struggles, and how fine-tuning with labeled data impacts accuracy across domains like healthcare, legal, and web data ... Read More
The agentification of Test Data Management is here. Meet the Structural Agent.
Tonic.ai announces the launch of the Structural Agent, an intelligent AI copilot that fuels AI-native software development by transforming how teams configure and provision anonymized test data ... Read More
Synthetic data is all you need for Reinforcement Learning
We used Tonic Fabricate to generate a fully synthetic email corpus, then RL fine-tuned an open-source model against it. The result: it beat o3 on real Enron emails — without ever seeing a real email ... Read More
From off-limits to AI-Ready: Preparing unstructured data directly in Microsoft Fabric with Tonic Textual
Tonic Textual on Microsoft Fabric enables teams to detect, de-identify, and synthesize sensitive unstructured data directly in OneLake, making it safe and usable for AI workflows ... Read More
