tools
Tonic Fabricate
Tonic Fabricate generates relational and unstructured synthetic data through an AI agent, with APIs, workflows, and mock APIs.
Tonic Fabricate helps developers, QA teams, data scientists, and AI engineers create synthetic databases, JSON, PDFs, DOCX files, emails, and other datasets from prompts, schemas, sample data, or connected databases.
It supports mock APIs, automated workflows, validation, MCP clients, and exports to database and file formats. The Free plan includes monthly credits; Plus includes additional monthly credits, while extra usage is metered and Enterprise pricing is custom.
Features
- Generate referentially intact data across databases, APIs, and files
- Create structured data, JSON, PDFs, DOCX files, and emails
- Connect to production databases to model schemas and distributions
- Build functional mock APIs from uploaded API specifications
- Use a Validation Agent to review and refine generated data
- Define repeatable workflows callable through an API
- Connect MCP-compatible clients through Fabricate MCP
- Export data to CSV, PostgreSQL, MySQL, PDFs, DOCX, and more
Use cases
- Build synthetic databases for new product and feature testing
- Test integrations with mock APIs and edge-case datasets
- Train AI agents in simulated environments with connected data
- Populate sales demos and customer onboarding environments
- Create staging data without copying sensitive production records
Pros
Cons
Latest updates
- 4.40.0 (4.40.0)
Changed token processing fee to a percentage of model token cost; added workflow time limits and file rename and deletion to the audit log.
- Fabricate now requires a corporate email address to sign up for a new Fabricate account. (4.39.0)
Fabricate now requires a corporate email address to sign up for a new Fabricate account; self-hosted instances can use Google STS service account impersonation.
- 4.39.0 (4.39.0)
Requires a corporate email address for new accounts; self-hosted instances can use Google STS service account impersonation for BigQuery.
- Bug fixes and other internal enhancements. (4.38.1)
- From the plan details, you can now select the mode and models to use when you execute the plan. (4.38.0)
Select the mode and models to use when you execute a plan; API keys show who created each key; several server connections support tunnels.
Capabilities
- Ask in plain language — “Tonic Fabricate uses an AI agent to generate high-fidelity synthetic data by interpreting natural language prompts, uploaded schemas, or existing sample data.” source
- Connects to your data — “Connect directly to your production databases and generate synthetic data modeled on your real schemas, patterns, and distributions.” source
- Spreadsheets — “Operationalize Push your data into automated workflows, stand up mock APIs from any spec, or export as CSV, PostgreSQL, MySQL, PDFs, docx, and more, in the formats your pipelines need.” source
- API — “Define repeatable tasks, like API delivery and additional generation, as custom workflows callable via API and reusable across pipelines.” source
- Self-hosted — “Deployment via Tonic Cloud or self-hosted” source
- Single sign-on — “Authentication via SSO” source
Get it
Security
- SOC 2 — “Tonic.ai uses an independent auditor to maintain a SOC 2 report, to ensure adherence to industry standards for security and privacy.” source
Pricing
- Starting price
- $29/mo
- Prices checked
- 2026-10-26
Free
Free
- $5 of monthly credits
- Basic data export options
- Support via Discord
- Deployment via Tonic Cloud
Plus
- $29 per month
- $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
Price on request
- Custom and pooled usage
- Centralized billing
- Expanded export options, including Microsoft SQL Server and Oracle
- Dedicated customer support
- Multiple workspaces with RBAC
- Authentication via SSO