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Tonic Fabricate

tonic.ai

From $29/mo Free plan WebAPISelf-hosted
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Spec score 7.7 #12 of 26 in Data Masking Software

What it 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 content can include relational records, JSON, PDFs, DOCX files, and emails, with domain details and relationships preserved. An optional Validation Agent reviews output and prompts refinements. Fabricate can create mock APIs from uploaded specifications and define 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. Free costs nothing and lists $5 in monthly credits; Plus costs $29 a month with $25 in credits. Enterprise has custom pricing and offers Tonic Cloud or self-hosting. Tonic says synthetic records can reduce exposure to real sensitive data and support GDPR and HIPAA compliance.

Spec sheet

What it does
Tonic Fabricate uses a conversational AI agent to generate realistic synthetic data across databases, APIs, and files.Read 29 Sep 2026 · tonic.ai
Integrations
The product page lists PostgreSQL, MySQL, Oracle, Databricks, Snowflake, SQL Server, MongoDB, Amazon S3, Avro, Iceberg, and Parquet among its connections and export formats.Read 29 Sep 2026 · tonic.ai
Headquarters
San Francisco, California, United StatesRead 28 Sep 2026 · tonic.ai
Founded
2018Read 28 Sep 2026 · tonic.ai
Company
Tonic.ai says it was founded in 2018 and lists its address as 548 Market St, San Francisco, CA 94110.Read 29 Sep 2026 · tonic.ai
Data generation
It can generate referentially intact, domain-specific data including relational records, JSON, PDFs, DOCX files, and emails.Read 29 Sep 2026 · tonic.ai
Enterprise hosting
The Enterprise plan lists deployment through Tonic Cloud or self-hosting; Free and Plus list Tonic Cloud deployment.Read 29 Sep 2026 · tonic.ai
Free-tier limit
The pricing page lists $5 in monthly credits for Free; the signup page says work-email signups receive $10 in monthly AI credits and access to all available models, while personal-email signups receive $5 and a limited model set.Read 29 Sep 2026 · fabricate.tonic.ai
MCP clients
The Fabricate MCP lets users generate synthetic data from MCP-compatible clients such as Claude and Cursor.Read 29 Sep 2026 · tonic.ai
Mock APIs and workflows
Fabricate can build mock APIs from uploaded API specifications and define automated workflows callable through an API.Read 29 Sep 2026 · tonic.ai
Security and compliance
Tonic says Fabricate generates new synthetic records and describes this as helping reduce exposure of real personal or sensitive data and support compliance with GDPR and HIPAA.Read 29 Sep 2026 · tonic.ai
Security controls
Tonic's Trust Center describes least-privilege access, SOC 2 reporting, and annual third-party static code analysis and manual penetration tests.Read 29 Sep 2026 · docs.tonic.ai
Use cases
The product is aimed at product development, software testing, AI model training, reinforcement learning environments, and sales demos.Read 29 Sep 2026 · tonic.ai
Validation
An optional Validation Agent reviews generated output and prompts refinements until it matches the request.Read 29 Sep 2026 · tonic.ai

Plans and prices

Free Free $5 monthly credits · basic data exports · Discord support · Tonic Cloud Read 29 Sep 2026 · tonic.ai
Plus $29 a month $25 monthly credits · metered additional usage · basic data exports · Discord and email support · Tonic Cloud Read 29 Sep 2026 · tonic.ai
Enterprise Priced on request Custom pricing Custom and pooled usage · centralized billing · expanded exports including Microsoft SQL Server and Oracle · dedicated support · multiple workspaces with RBAC · SSO · Tonic Cloud or self-hosted Read 29 Sep 2026 · tonic.ai

Every Tonic Fabricate plan and price →

Strong points and limits

Strong points

  • Generates relational data and multiple file formats
  • Optional agent reviews output and prompts refinements
  • Can build mock APIs from uploaded specifications
  • Enterprise includes self-hosting as a deployment option

Limits

  • Enterprise pricing is custom and unlisted
  • Plus costs $29 a month
  • Free monthly credits vary by signup email

Who it suits

Fabricate suits teams that need synthetic database, API, or file data for development, testing, model training, or demos. Enterprise offers self-hosting, while Free and Plus use Tonic Cloud.

Verdict

Fabricate covers structured records, files, and API workflows, with plan details for Free and Plus. Teams should check credit eligibility and the custom Enterprise terms if they need self-hosting or expanded exports.

Where Specifiction places it

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