Tonic.ai
A synthetic data suite that creates safe, realistic datasets for development, testing, and AI work.
About Tonic.ai
Tonic.ai is a synthetic data platform built for software development, testing, and AI work. Tonic Fabricate creates relational databases, unstructured datasets, and mock APIs from scratch. Tonic Structural makes realistic test data modeled on production while retaining referential integrity. Tonic Textual handles sensitive free text through redaction and synthesis for LLM and model-development workflows. The suite is useful when production data is restricted, takes too long to provision, or does not belong in lower environments. Fabricate Free costs $0 per month and includes $5 in monthly credits, basic exports, Discord support, and Tonic Cloud deployment. Plus costs $29 per month, includes $25 in credits, and adds pay-as-you-go usage and email support. Enterprise uses custom pricing; it adds centralized billing, expanded exports, RBAC workspaces, SSO, dedicated support, and a self-hosting option. Published self-service pricing centers on Fabricate, so teams considering other products or enterprise controls may need to speak with sales.
Best for
Best use cases
A new application needs a relational database or mock API before production data and backend services are available.
A staging environment needs production-like coverage without exposing original sensitive records to developers and testers.
An LLM project needs unstructured text that has been redacted or synthesized before fine-tuning or evaluation.
Compare before choosing
Choose Fabricate when the main requirement is creating data, databases, or mock APIs from scratch through an agentic workflow.
Choose Structural when test data must mimic existing structured or semi-structured production patterns and preserve relationships.
Choose Textual when the source material is free text that requires sensitive-data redaction or synthesis for AI use.
Features
Application development
Generate realistic databases or de-identified production-like data so developers can build without waiting for restricted production access.
Testing and quality assurance
Supply staging and QA environments with referentially intact test data that reflects production complexity without directly copying sensitive records.
AI model development
Redact or synthesize sensitive unstructured text and prepare safer datasets for LLM development, fine-tuning, and evaluation.
Pros
- The $0 Fabricate tier provides a low-cost way to test generation workflows with $5 in monthly credits.
- The suite covers data from scratch, production-like structured data, and sensitive free text through distinct products.
- Enterprise supports RBAC workspaces, SSO, expanded database exports, and either cloud or self-hosted deployment.
Cons
- The Free plan includes only $5 in monthly credits, so sustained generation may require Plus or Enterprise spending.
- Published self-service prices center on Fabricate, leaving broader suite purchasing dependent on a sales conversation.
- Self-hosting, SSO, dedicated support, and expanded exports are reserved for the custom-priced Enterprise tier.
Pricing Plans
Free
- $5 of monthly credits
- Basic data export options
- Support via Discord
- Deployment via Tonic Cloud
Plus
- $25 of monthly credits
- Pay-as-you-go for additional usage
- Basic data export options
- Support via Discord and email
- Deployment via Tonic Cloud
Enterprise
- Custom and pooled usage
- Centralized billing
- Expanded exports including Microsoft SQL Server and Oracle
- Dedicated customer support
- Multiple workspaces with RBAC
- Authentication via SSO
- Tonic Cloud or self-hosted deployment
* Pricing information is for reference only. Please refer to the latest announcement on Tonic.ai's official website.