Tonic Fabricate

What Tonic Fabricate is

Tonic Fabricate uses a conversational AI agent to create synthetic data for databases, APIs, and files. It targets product development, software testing, AI model training, reinforcement learning environments, and sales demos. Generated output can include relational records, JSON, PDFs, DOCX files, and emails, with domain-specific details and relationships. An optional Validation Agent reviews results and prompts refinements toward the request. Fabricate can create mock APIs from uploaded specifications and define automated workflows callable through an API. Its MCP supports generation from compatible clients such as Claude and Cursor. Listed connections and formats include PostgreSQL, MySQL, Oracle, Databricks, Snowflake, SQL Server, MongoDB, Amazon S3, Avro, Iceberg, and Parquet. Tonic describes the records as newly generated, which it says can reduce exposure to real personal or sensitive data and support GDPR and HIPAA compliance. The Free plan costs nothing with $5 in monthly credits; Plus is $29 a month with $25 in credits. Enterprise pricing is custom and offers Tonic Cloud or self-hosting. The Enterprise plan lists dedicated support, multiple workspaces with RBAC, and SSO.

Who it suits

Fabricate is aimed at teams that need synthetic data for development, testing, AI training, reinforcement learning, or sales demos. Its Enterprise option may suit teams seeking self-hosting, SSO, or multiple workspaces with RBAC.

Limits

Free costs nothing and includes $5 in monthly credits, basic data exports, Discord support, and Tonic Cloud deployment. Plus costs $29 a month with $25 in monthly credits, metered additional usage, basic data exports, and Tonic Cloud deployment. Signup credits vary: work-email signups receive $10 monthly AI credits and access to all available models, while personal-email signups receive $5 and a limited model set.

Getting started

1. Open the Tonic Fabricate product page.
2. Sign up for the Free plan or select Plus; Enterprise pricing is custom.
3. Use Tonic Cloud on Free or Plus, or choose Tonic Cloud or self-hosting for Enterprise.
4. Connect a listed database or provide an API specification, or use the Fabricate MCP from a compatible client such as Claude or Cursor.
5. Generate synthetic data and optionally use the Validation Agent to request refinements.

Verdict

Fabricate covers synthetic data generation across structured records, documents, APIs, and workflows, with Free, Plus, and custom Enterprise options. Compare the listed credit amounts and hosting choices against your needs before selecting a plan.