Tonic.ai

What is Tonic.ai?

Tonic.ai builds software that gives engineering and AI teams realistic data without exposing real records. Tonic Fabricate uses a chat-based Data Agent to generate synthetic relational databases, PDFs, DOCX files and other unstructured data, plus mock APIs, and it has an API, MCP server and npm package. Tonic Structural turns production databases into privacy-preserving test data that keeps relationships between tables intact, with data connectors for sources such as PostgreSQL, MySQL, Snowflake, SQL Server and Oracle. Tonic Textual detects and redacts sensitive text in unstructured data for AI workflows. Pricing differs by product. Fabricate is $0 per month on Free with $5 of monthly credits, $29 per month on Plus with $25 of credits, and Custom on Enterprise. Structural Professional and Enterprise are custom priced by source data size, and Textual has pay-as-you-go pricing per 1,000 words plus an Enterprise tier. Enterprise options include SSO and self-hosting.

Use cases

• Generate synthetic relational databases for testing
• Create mock APIs for development
• De-identify production data for QA
• Redact sensitive text before AI training
• Produce realistic PDFs and DOCX test files
• Cover edge cases in model training data

Who it's for

• Developers
• QA teams
• Data engineers
• ML engineers

Why use Tonic.ai

• Teams can build and test with realistic data without handling sensitive production records.
• Starting free with no credit card makes it easy to try synthetic data generation.
• Structural keeps table relationships intact so test data still behaves like production.
• One vendor covers structured databases, unstructured files and text redaction for AI.

Tonic.ai features

• Fabricate Data Agent that builds datasets from chat prompts
• Synthetic databases, PDFs, DOCX and other unstructured files
• Mock APIs, workflows and a Fabricate MCP server
• Structural de-identification that preserves referential integrity
• Data connectors including PostgreSQL, MySQL, Snowflake and SQL Server
• Textual detection and redaction of sensitive text
• Validation agent and project versions in Fabricate
• SSO, workspaces with role-based access and audit logs on higher plans
• Cloud or self-hosted deployment on Enterprise

Tonic.ai integrations

• PostgreSQL
• MySQL
• MariaDB
• Snowflake
• SQL Server
• Oracle
• MongoDB
• Databricks
• Amazon Redshift
• Google BigQuery
• Salesforce

How to get started with Tonic.ai

1. Choose a product: Fabricate for synthetic data, Structural for de-identified databases, or Textual for sensitive text.
2. In Fabricate, chat with the Data Agent to describe the dataset and refine it over several turns.
3. In Structural, connect a source database and assign generators to sensitive columns.
4. Run the job and export or deploy the generated data to your test or training environment.
5. Automate repeat runs with workflows, the API or the MCP server.

Tonic.ai limitations

• Fabricate Free is limited to $5 of monthly credits and one user
• Local database size is capped at 256 MB on Free, 1 GB on Plus and 5 GB on Enterprise
• Tonic.ai may use your Fabricate prompts and feedback to improve the Data Agent
• Oracle and Db2 for LUW connectors in Structural require an Enterprise license

Tonic.ai pricing

Yes, Tonic.ai has a free plan. Paid plans start at $29 per month, according to the official pricing page on 24 Oct 2026.

Tonic.ai plans

• Fabricate Free

  $0 per month

  • $5 of monthly credits
  • Basic data export options
  • Support via Discord
  • Tonic Cloud deployment

• Fabricate Plus

  $29 per month

  • $25 of monthly credits
  • Pay-as-you-go for additional usage
  • Support via Discord and email

• Fabricate Enterprise

  Custom

  • Custom and pooled usage
  • Multiple workspaces with RBAC
  • SSO
  • Cloud or self-hosted

• Structural Professional

  Custom

  • Up to 10TB of source data
  • Up to 10 users
  • 2 data source types

• Structural Enterprise

  Custom

  • Unlimited users
  • Unlimited data source types
  • SSO/SAML
  • Cloud or self-hosted

• Textual Pay-as-you-go

  Price on vendor site

  Flat rate per 1,000 words processed

  • Unlimited words scanned
  • Unlimited users
  • Usage dashboard

• Textual Enterprise

  Custom

  • Dedicated account manager
  • Cloud or self-hosted
  • Slack contact with account team

Plans as listed on the official pricing page on 24 Oct 2026. Prices can change and may vary by country or exclude tax. Check the official pricing page.

Tonic.ai alternatives

The main Tonic.ai alternatives listed on Debuly are MOSTLY AI, Checksum, Evidently AI, Kiln, LLM and AI SDK. The table compares pricing and platforms; order is A–Z.

1. 

   AI SDK

   Free open-source TypeScript toolkit for building AI-powered apps and agents with one API across OpenAI, Anthropic, Google and more.

   Developer platformsCodingAutomation and agents
   Open sourceVisit AI SDK (official site)
2. 

   Checksum

   AI testing agents that write, run and self-heal Playwright end-to-end and API tests, delivered to your repo as pull requests.

   Developer platformsCodingAutomation and agents
   Contact salesVisit Checksum (official site)
3. 

   Evidently AI

   Open-source Python library and platform to evaluate, test and monitor LLM apps, RAG systems, agents and ML models.

   Developer platformsCodingAutomation and agents
   Open sourceVisit Evidently AI (official site)
4. 

   Kiln

   Free desktop app and MIT-licensed Python library for evals, prompt optimization, fine-tuning and synthetic data, with datasets synced through Git.

   Developer platformsCodingAutomation and agents
   FreemiumVisit Kiln (official site)
5. 

   LLM

   Command-line tool and Python library by Datasette for prompting OpenAI, Claude, Gemini and local models, with SQLite logging.

   Developer platformsCodingAutomation and agents
   Open sourceVisit LLM (official site)
6. 

   MOSTLY AI

   Synthetic data platform that trains generative models on your tables and produces privacy-safe datasets for testing, analytics and ML.

   Developer platformsProductivityCoding
   FreemiumVisit MOSTLY AI (official site)

Tonic.ai FAQ

Sources & verification

Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.

Image credits

• Logo: from cdn.prod.website-files.com · fetched 24 Oct 2026 · Vendor trademark, used only to identify the product; removed on request
• Cover: none collected yet, so a generated tile is shown.

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