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Tonic.ai | Synthetic data solutions for software and AI development

Tonic.ai

Tonic.ai | Synthetic data solutions for software and AI development

Tonic.ai

Enable your AI and software development workflows with secure, realistic synthetic data.

About Tonic.ai

Tonic.ai frees developers to build with safe, high-fidelity synthetic data to accelerate software and AI innovation while protecting data privacy. Through industry-leading solutions for data synthesis, de-identification, and subsetting, our products enable on-demand access to realistic structured, semi-structured, and unstructured data for software development, testing, and AI model training. The product suite includes Tonic Fabricate for AI-powered synthetic data from scratch, Tonic Structural for modern test data management, and Tonic Textual for unstructured data redaction and synthesis.

Solutions

Tonic Structural (for structured data)
Tonic Structural is the modern test data management platform for transforming sensitive production data into safe, high-fidelity test data that preserves your data’s utility. Through an intuitive UI and native data connectors, Structural offers consistent, secure data masking and synthesis that maintains your data’s structure and ensures referential integrity across testing and development environments. Its patented subsetter and built-in solution for spinning up isolated, ephemeral environments on demand equip your developers with targeted datasets to accelerate development and eliminate collisions in testing. Structural makes enterprise data usable for developers so you can leverage your data effectively to propel innovation.

Tonic Textual (for unstructured data)
Tonic Textual enables teams to put their unstructured data to use in AI development while safeguarding against sensitive data leaks and ensuring regulatory compliance. Textual extracts free-text data from wherever it’s stored, detects sensitive information using proprietary NER models, and redacts or synthesizes that information to generate compliant unstructured datasets, ready for use in production or outside of your organization. Thanks to Textual’s secure data de-identification, you can confidently use your free-text data in AI development, from internal RAG systems and model training to external partnerships.

Tonic Fabricate (for synthetic data from scratch)
Tonic Fabricate is an AI-powered platform for synthesizing realistic data from scratch to fuel new product development and AI model training. Whether you need structured data, unstructured data, or mock APIs, Fabricate leverages AI to generate synthetic data at scale and on demand, based on a schema, sample data, or natural language prompts. Build fully relational databases in seconds with unlimited rows and foreign keys intact; incorporate existing data for heightened realism; seed free-text datasets with values pulled from synthesized entities. With Fabricate’s scalable, synthetic data, developers can innovate freely, unblocking greenfield development, optimizing model training, and turbocharging your time-to-market.

Tonic Datasets (for AI training and evaluation)
Tonic Datasets delivers high-fidelity synthetic datasets engineered for domain-specific realism, compliance, and performance—all through a collaborative, expert-guided process. By blending schema-driven generation, seed-based synthesis, and optional human-in-the-loop validation, Tonic ensures your datasets mirror real-world structures and behaviors without ever compromising privacy or speed. From the initial scoping and sample generation to pilot runs and full-scale deployment, Tonic’s step-by-step process ensures datasets are tailored to your needs—and ready for model training, testing, or even monetization, without exposing any raw data.


Benefits of Tonic’s Data Platform

  • Accelerate development and testing: Equip teams with safe, production-like data that speeds releases, powers demos, and eliminates bottlenecks.
  • Fuel AI and analytics with confidence: Provide compliant, de-identified structured and unstructured data for training, evaluation, and RAG pipelines.
  • Support every data need, end to end: From masking to full synthesis, Tonic ensures secure, realistic data across engineering, QA, and data science.

To learn more about our products, see a demo, or speak to a Tonic data protection specialist, please email us at hello@tonic.ai.

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