
Tonic.ai democratizes data access for all technical data consumers by eliminating trade-offs between privacy and data availability. Tonic’s solutions synthesize safe, high-fidelity versions of production data devoid of sensitive information and PII. Hundreds of customers across industries depend on Tonic.ai to build data-driven software and fine-tune ML training models. They get all the value of production data without actually having to copy sensitive data around their organization, unlocking strategic data assets for use across functions, from engineering, to business operations, to even sales teams for demos. With high quality data, teams author fewer defects and ship faster all while having a strong security posture

Tonic.ai democratizes data access for all technical data consumers by eliminating trade-offs between privacy and data availability. Tonic’s solutions synthesize safe, high-fidelity versions of production data devoid of sensitive information and PII. Hundreds of customers across industries depend on Tonic.ai to build data-driven software and fine-tune ML training models. They get all the value of production data without actually having to copy sensitive data around their organization, unlocking strategic data assets for use across functions, from engineering, to business operations, to even sales teams for demos. With high quality data, teams author fewer defects and ship faster all while having a strong security posture
Product: Privacy-preserving synthetic data platform for software engineering, testing/QA, and AI/ML
Founded: 2018
Employees: 110
Total funding: 46800000 USD
Lead investor (largest disclosed round): Insight Partners (Series B)
Key offerings / moves: Tonic Textual (secure unstructured data lakehouse); acquired Fabricate
| Company |
|---|
Reduces trade-offs between data privacy and availability by producing safe, high-fidelity synthetic datasets for non-production use (development, QA, demos, ML training, RAG/LLM workflows).
2018
Software Development
$8M
Series A participants reported to include Bloomberg Beta, XFund, Heavybit, Silicon Valley CISO Investments, and angel investors.
$35M
Series B participants reported to include GGV Capital, Bloomberg Beta, Octave (William Smith), Heavybit, and Silicon Valley CISO Investments.
“Backed by growth and sector-focused investors including Insight Partners (Series B lead), GGV Capital (Series A lead), Bloomberg Beta, Heavybit, XFund, Silicon Valley CISO Investments, and named angel investors (e.g., Joe Lonsdale, William Smith, Auren Hoffman).”