Tonic Fabricate Data Agent - The AI agent for synthetic data generation
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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.
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Tonic.ai
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.
Tonic.ai
Innovation is no longer blocked by a lack of access to quality data. Let Fabricate synthesize, so you can let the builders build.
The Fabricate Data Agent truly is a game changer, and I'm honored to work alongside Mark Brocato, Ivan Erceg, and everyone at Tonic.ai as we launch it to the world.
Join Mark and me later today for the live launch event where we'll spin up a variety of hyper-realistic datasets on the fly: https://www.tonic.ai/webinars/introducing-fabricate-data-agent-the-ai-agent-for-synthetic-data-generation
And in the meantime, create your own account, and let us know what you think here in the comments!
Tonic.ai
@mark_brocato This is very cool! Is there any limit to the amount of data it can generate? For instance if I want to build a database with 100 tables and over 1 million records.
Tonic.ai
@joewferrara There are no hard limits. The AI agent can work through a data model of practically any size. And it uses the AI to write data generation code rather than gobbling up AI tokens to generate each row. So it's quite fast and efficient with it's token use.
Swytchcode
Congrats on the launch!
Tonic.ai
Thanks, @chilarai! 🚀
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wow awesome product guys! keep creating such products like these!
Tonic.ai
Thanks, @kshitij_mishra4! Would love to hear more about your use case for Fabricate!
Snowglobe
This looks really useful! Getting good test data has always been such a pain point. Congrats on the launch!