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

TL;DR: Today, Tonic.ai has launched the Fabricate Data Agent to enable you to effortlessly generate hyper-realistic synthetic data in a matter of minutes via agentic AI. Chat your way to the domain-specific data you need, whether that’s a relational database, JSON, unstructured files like PDFs, and more. Get started for free.

Let's kick this off with two facts:

1. Developers often struggle to easily access quality data for use in development.
2. Gartner estimates that “by 2030, synthetic data will completely overshadow real data in AI models.”

Quality synthetic data is the holy grail of both developers and AI engineers alike. It has the potential to turbocharge product development and fuel AI model training, so teams can get better solutions to market faster.

These facts have been Tonic.ai’s motivating force from day one, driving us to build the industry-leading solution for structured data de-identification, which is an ideal approach for creating synthetic data when you have existing production data to work from. But it is not so ideal when you don't have prod data or when prod data is entirely off-limits.

Historically, homegrown scripts or rule-based data generation tools like Mockaroo have filled the “data from scratch” need. Over the years, customers have asked if we had a solution in this space, but we didn't feel we had something new or innovative to offer. Until now.

Meet the Tonic Fabricate Data Agent: synthetic data via agentic AI

Today, we launch the Tonic Fabricate Data Agent, an AI agent that makes generating hyper-realistic synthetic data as simple as asking for it. Chat your way to custom datasets tailored to your needs, leveraging the vast domain expertise of LLMs and Tonic.ai's industry-leading synthetic data generators to achieve unprecedented realism in a matter of minutes.

How to work with the Data Agent

We’ve built the Fabricate Data Agent to work with you in crafting the perfect dataset for your use cases.

1. Describe your ideal dataset to the Data Agent or upload a schema via a chat UI.
2. Watch the Agent generate your data on the fly.
3. Provide feedback to the Agent to fine-tune the results.
4. Export datasets as SQL, JSON, PDF, DOCX, PPTX, EML files, and more.

No manual setup. No scripts. Just results. It’s like having a domain expert embedded on your team, ready to build data on demand.

The value of an AI agent for synthetic data generation

With the Fabricate Data Agent’s scalable, synthetic data, developers and AI engineers are free to build, unblocking product development, optimizing model training, and turbocharging time-to-market.

Innovation is no longer blocked by a lack of access to quality data. Let the Data Agent synthesize, so you can let the builders build.

This is the solution our customers have been asking for for years but it simply wasn’t possible until today. The moment technology caught up with our vision for a platform for generating high-quality synthetic data from scratch, our engineering team led by Mark Brocato (inventor of rule-based data generator Mockaroo) coded it into reality.

Tonic Fabricate is backed by years spent by our developers tackling the gnarliest of data synthesis conundrums and hundreds of hours of calls with our customers, digging deep into what they need from their data and how best to deliver it. We are thrilled to make the Data Agent GA today, and we can’t wait to see what you build with it.

Create your free account and start generating the data you need.