Tonic.ai
Tonic.ai is a synthetic data platform for software development, testing, and AI model training.
What Tonic.ai is
Tonic.ai is a synthetic data platform for software development, testing, and AI model training. Its suite includes Fabricate for generating synthetic data, Structural for transforming production data into test data, and Textual for working with unstructured data. Fabricate's Data Agent can generate relational databases and unstructured datasets through conversational prompts; the pricing page also lists mock APIs. Structural detects personal and health information, applies masking or synthesis while preserving relationships, and supports database subsetting with referential integrity. Textual offers automatic redaction, reversible tokenization, optional synthetic replacement, and Python SDK and REST API workflows. Listed sources include databases, data warehouses, Salesforce, and flat files; Textual supports formats such as PDF, DOCX, images, spreadsheets, and JSON. Tonic says employees do not access customer data and the platform does not store it, and cites least-privilege controls and an independently maintained SOC 2 report. Fabricate has a free plan and a Plus plan at $29 a month. Structural Professional is limited to 10TB of source data, 10 users, and two source types; Oracle and Db2 are Enterprise-only sources.
Good
- Fabricate generates relational and unstructured synthetic data
- Structural preserves relationships while masking or synthesizing data
- Textual includes redaction and reversible tokenization
- Listed integrations span databases, warehouses, Salesforce, and flat files
- Cloud and self-hosted deployment options are listed
Watch out
- Structural Professional is limited to 10TB of source data
- Structural Professional is limited to 10 users and two source types
- Oracle and Db2 are Enterprise-only sources
Who it suits
Tonic.ai suits engineering and AI teams preparing data for software development, testing, QA, or model training. Its product range may be relevant to teams working with structured databases as well as unstructured files.
Verdict
Tonic.ai offers distinct tools for synthetic generation, production-data transformation, and unstructured-data handling. Review the Structural Professional caps and Enterprise-only source support if those affect your data workflows.
Plans and prices
From Tonic.ai's own pricing page, checked 30 Sep 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Fabricate Plus | $29 a month | $25 of monthly credits · Pay-as-you-go for additional usage · Basic data export options · Discord and email support · Tonic Cloud deployment · $29 per month |
| Fabricate Free | — | $5 of monthly credits · Basic data export options · Discord support · Tonic Cloud deployment · $0 per month |
| Fabricate Enterprise | Priced on request | Custom and pooled usage · Centralized billing · Expanded export options, including Microsoft SQL Server and Oracle · Dedicated customer support · Multiple workspaces with RBAC · SSO · Tonic Cloud or self-hosted deployment · Custom pricing |
| Structural Professional | Priced on request | Up to 10TB of source data · Up to 10 users · 2 data source types · Unlimited workspaces, databases, and generated data · Tonic Cloud deployment · Tonic Auth or Google SSO · Custom pricing |
| Textual Enterprise | Priced on request | Pay-as-you-go features · Tonic Cloud or self-hosted deployment · Dedicated account manager · Onboarding and implementation support · Direct contact with account team via Slack · Custom Pricing |
| Textual Pay-as-you-go | Priced on request | Unlimited words scanned · Unlimited users and custom detection models · Usage dashboard · Flat rate per 1,000 words processed; contact Tonic for a quote |
| Structural Enterprise | Priced on request | Unlimited source data, users, and data source types · Unlimited workspaces, databases, and generated data · Tonic Cloud or self-hosted deployment · RBAC · SSO/SAML · Custom pricing |
The facts
Each one read from Tonic.ai's own pages, with the date it was checked.
The company
- Company history
- Tonic.ai says it was founded in 2018 and acquired Fabricate in 2025.checked 30 Sep 2026
- Founded
- 2018checked 23 Sep 2026
- Headquarters
- San Francisco, California, United Stateschecked 23 Sep 2026
What it does
- Compliance
- The pricing page says SOC 2 Type II reports, HIPAA attestations, penetration test reports, DPAs, and enterprise BAAs are available or offered as described there.checked 30 Sep 2026
- Fabricate
- Fabricate’s Data Agent can generate relational databases and unstructured datasets through conversational prompts, and the pricing page lists mock APIs as a feature.checked 30 Sep 2026
- Integrations
- Listed integrations and sources include PostgreSQL, MySQL, MariaDB, SQL Server, MongoDB, Snowflake, BigQuery, Redshift, Databricks, Salesforce, and flat files.checked 30 Sep 2026
- Notable limits
- Structural Professional is limited to 10TB of source data, 10 users, and 2 source types, while Oracle and Db2 are marked Enterprise only in the listed supported sources.checked 30 Sep 2026
- Product suite
- The platform includes Fabricate for generating synthetic data, Structural for transforming production data into test data, and Textual for redacting and synthesizing unstructured data.checked 30 Sep 2026
- Security
- Tonic says employees do not access customer data and the platform does not store it; its controls include least-privilege access and an independently maintained SOC 2 report.checked 30 Sep 2026
- Structural
- Structural detects PII and PHI, applies masking and synthesis while preserving relationships, and supports database subsetting with referential integrity.checked 30 Sep 2026
- Support
- Fabricate Free support is via Discord, Plus support is via Discord and email, and Fabricate Enterprise includes dedicated customer support.checked 30 Sep 2026
- Textual
- Textual supports automatic redaction, reversible tokenization, optional synthetic replacement, and Python SDK and REST API workflows.checked 30 Sep 2026
- Textual formats
- Textual lists native support for TXT, DOCX, PDF, CSV, XLS, TIFF, PNG, JPEG, PPTX, PARQUET, HTML, XML, and JSON.checked 30 Sep 2026
- What it does
- Tonic.ai describes itself as a synthetic data platform for safe, realistic data used in software development, testing, and AI model training.checked 30 Sep 2026
- Who it is for
- Tonic says its products serve engineering and AI teams working on software development, testing, QA, and AI model training, including regulated industries.checked 30 Sep 2026
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