Tonic.ai

Tonic.ai is a synthetic data platform that generates realistic, privacy-safe test data and de-identifies sensitive information, with products for structured data, unstructured text, and on-demand synthetic datasets. It suits regulated enterprises needing production-like data without exposing real PII.

Tonic.ai helps teams work with realistic data without touching real sensitive records. Its platform mimics the structure and characteristics of production databases to produce safe, useful test data, and it de-identifies or synthesizes sensitive fields to maintain privacy and compliance. That lets engineering, QA, analytics, and data science teams build and test against production-like data while avoiding the legal and security risks of using actual customer information. The product suite covers several needs: Tonic Structural for test-data management across relational and semi-structured databases, Tonic Textual for redacting and synthesizing unstructured text (increasingly important for feeding LLM and RAG pipelines safely), Tonic Fabricate for conversational, agent-driven synthetic data generation, and Tonic Datasets for high-fidelity custom synthetic datasets delivered through a guided process. Together they address both the classic test-data problem and the newer need to prepare safe data for AI development. Tonic.ai is primarily an enterprise, sales-led product — most detailed pricing requires contacting sales — though Tonic Fabricate offers a usage-metered free tier to start generating data immediately. It is a strong fit for organizations in regulated industries that need compliant, production-like data at scale, while smaller teams or those with simple needs may find the enterprise orientation heavier than necessary.