companies
Tonic.ai
Synthetic data platform that masks, redacts, and generates structured and unstructured datasets for software testing and AI development.

Tonic.ai was founded in 2018 by Adam Kamor, Andrew Colombi, Karl Hanson, and Ian Coe, who previously worked together at the Atlanta fintech Kabbage, where they saw firsthand how hard it is to get realistic test data without exposing real customer records. The company is headquartered in San Francisco with additional offices in Atlanta, New York, and London, and has raised roughly $45 million including a $35 million Series B round. The product line has grown from database test-data generation into a broader synthetic data platform: Tonic Structural de-identifies structured databases while preserving referential integrity, Tonic Textual redacts and synthesizes sensitive information in unstructured text and documents, and Tonic Fabricate generates realistic datasets from scratch through a conversational interface rather than starting from an existing database. Tonic.ai serves customers across regulated industries including healthcare, financial services, and insurance, where compliance requirements make working with real production data for testing or model training legally risky.
- Founded
- 2018
- Headquarters
- San Francisco, United States
- Sector
- data
Tools
- Tonic Structural
Tonic Structural de-identifies structured and semi-structured data for development, testing, and QA while preserving relationships.
- Tonic Textual
Tonic Textual detects sensitive data in text and files, then redacts or replaces it for safer AI, analytics, and document workflows.
- Tonic Fabricate
Tonic Fabricate generates relational and unstructured synthetic data through an AI agent, with APIs, workflows, and mock APIs.