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Tonic.ai product updates: October 2025

By Jack Poller

Tonic.ai product updates: October 2025

We're excited to share the latest updates and announcements designed to improve your experience with our products. This month's issue includes:

TL;DR: We built an AI agent that builds synthetic data for you, and we're inviting you to join the private preview.

Be among the first to generate data at scale for any domain using agentic AI. Tonic Fabricate's Data Agent lets you converse your way to custom synthetic data, leveraging the vast domain expertise of LLMs to achieve unprecedented realism in a matter of minutes.

Request access to the private preview today. Then join the official Fabricate Data Agent launch event on November 19, 2025, at 9am PT / 12pm ET to see a live chat between the Data Agent and its creator Mark Brocato, Head of Engineering for Fabricate at Tonic.ai. Working with the Data Agent, Mark will build a variety of complex, realistic datasets on the fly in real time.

With the Data Agent's scalable, synthetic data, you and your team are free to innovate, unblocking software development, optimizing model training, and turbocharging your time-to-market.

De-identifying sensitive categorical data in your databases is now faster than ever thanks to newly-integrated AI capabilities in the Custom Categorical generator. This update enables you to create lists of items in a flash simply by entering a prompt like "100 common pharmaceuticals" or "IATA airport codes".

Ready to speed up your data generation workflow? Get started today by checking out our docs.

Structural has added new workflows to its Data Vending Machine to streamline your work creating unit and integration tests. Save your developers time and achieve better test coverage, with the following wins for efficiency:

Connect with our team to learn more and get these workflows up and running for your team.

In the next few weeks, we'll release an exciting new feature within the Textual experience: Model-Based Custom Entities, a self-serve feature that lets you train your own entity detection models on your data, within your environment. Using LLM-powered annotation and a simple review workflow, you can create high-accuracy models tailored to your organization's unique terminology -- no data science team required. Faster onboarding, higher precision, and total data privacy, all in one streamlined experience. Reach out to our team to learn more.

Tonic Textual is coming to Microsoft Fabric! Now in private preview, you can de-identify, redact, and synthesize sensitive text data directly inside your Fabric environment -- empowering privacy-first AI and analytics at scale. If you're currently on Fabric or are hosting data in Microsoft OneLake, you can request access to the private preview here.

Often it's the little things that matter most. Here's a round up of our smaller releases.

As always, we'd love to hear your feedback on our products. What do you need? What do you love? What could be better? Send us a note at [email protected] or book time directly with our team. And for all the latest updates, be sure to check out our complete release notes.

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