Tonic Fabricate’s Data Agent makes generating realistic synthetic data as simple as asking for it. Chat with the Data Agent to build and iterate on your ideal dataset, whether it’s a relational database, PDFs, docx files, or a myriad of other unstructured data types. With the Data Agent’s scalable, synthetic data, developers and AI engineers are free to innovate, unblocking product development, optimizing model training, and turbocharging time-to-market.
Hey Product Hunt! Mark here — I’m the creator of Fabricate and Head of Engineering for Fabricate at Tonic.ai. Super excited to finally share something we’ve been building quietly for months: the Fabricate Data Agent.
If you’ve ever struggled to get realistic data for development, testing, prototyping, or AI model training… you know how painful it is. Fake data generators fall short, production data is off-limits, and writing scripts to simulate anything realistic takes forever.
So we built an AI agent that generates synthetic data for you — just by asking.
With the Data Agent, you can literally chat your way to whatever dataset you need. Medical claims? Network telemetry? Emails? PDFs? Fully relational databases with foreign keys intact? You name it.
How it works:
Describe the dataset you need in plain language
The Agent builds a high-fidelity synthetic version in minutes
You iterate conversationally
Export instantly as SQL, JSON, PDF, DOCX, EML, CSV — whatever your workflow requires
No setup. No scripts. No wrestling with tools. Just data.
This dramatically changes how developers and AI engineers prototype, test, and experiment. You can go from idea → usable dataset faster than ever before, without touching production data or waiting on anyone.
We’re launching today, and I’d love for the PH community to try it and tell us what to build next.
This has been one of the most fun and challenging projects I’ve ever worked on, and I can’t wait to see what kinds of datasets you all generate. Drop your wildest ideas in the comments — happy to spin some of them up live during the webinar.
Hey Product Hunt! Mark here — I’m the creator of Fabricate and Head of Engineering for Fabricate at Tonic.ai. Super excited to finally share something we’ve been building quietly for months: the Fabricate Data Agent.
If you’ve ever struggled to get realistic data for development, testing, prototyping, or AI model training… you know how painful it is. Fake data generators fall short, production data is off-limits, and writing scripts to simulate anything realistic takes forever.
So we built an AI agent that generates synthetic data for you — just by asking.
With the Data Agent, you can literally chat your way to whatever dataset you need. Medical claims? Network telemetry? Emails? PDFs? Fully relational databases with foreign keys intact? You name it.
How it works:
Describe the dataset you need in plain language
The Agent builds a high-fidelity synthetic version in minutes
You iterate conversationally
Export instantly as SQL, JSON, PDF, DOCX, EML, CSV — whatever your workflow requires
No setup. No scripts. No wrestling with tools. Just data.
This dramatically changes how developers and AI engineers prototype, test, and experiment. You can go from idea → usable dataset faster than ever before, without touching production data or waiting on anyone.
We’re launching today, and I’d love for the PH community to try it and tell us what to build next.
👉 Try the Fabricate Data Agent: https://www.tonic.ai/fabricate
👉 Join the launch webinar on Nov 19: I’ll be doing a live demo and generating datasets with the Data Agent in real time. Sign up here to see me in action.
This has been one of the most fun and challenging projects I’ve ever worked on, and I can’t wait to see what kinds of datasets you all generate. Drop your wildest ideas in the comments — happy to spin some of them up live during the webinar.