Generate any dataset, instantly.

Unblock AI training, development and testing workflows with safe, realistic synthetic data from your production patterns or from scratch.

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Trusted by leading enterprises

How Tonic Fabricate works

Tell us what you need in plain English.

Type a natural-language prompt like "1k e-commerce orders with fraud signals" — no schema file required. Fabricate understands your intent and figures out the rest.

Example: "1k e-commerce orders with fraud signals"

AI infers the schema and fills every row.

Fabricate automatically determines the right columns, data types, and realistic distributions — then generates thousands of rows in seconds. Review, tweak, or regenerate on the fly.

Example: order_id, amount, country, fraud_score

Download production-ready data instantly.

Export your dataset as CSV, JSON, or SQL — ready to drop into your pipeline, test suite, or training workflow. 1,000 rows in under 2 seconds.

Example: CSV, JSON, or SQL

What our customers are saying

"This is great! I've been looking for something like this for years. I'm impressed with how quickly I can spin up test data and make changes when I need to add detail."
Engineering Manager
"I wouldn't even want to think about doing this on my own. Fabricate makes generating realistic docs for our product demos very easy. It works like magic."
Jesse Hampton
Team Lead of Customer Engagement
"Tonic is simply exceptional. Its agent has created everything I need, from database structure to interesting trends and anomalies. Amazing."
Andy Cotgreave
Speaker and Data Evangelist, ex-Tableau

Have data you want to anonymize?

Tonic Structural

Structured data anonymization

Tonic Textual

Unstructured data anonymization at scale