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Tonic.ai

tonic.ai

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Spec score 7.3 #5 of 12 in Data De-Identification Tools

What it 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 redacting or synthesizing 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 and synthesis while preserving relationships, and supports database subsetting with referential integrity. Textual provides automatic redaction, reversible tokenization, optional synthetic replacement, and Python SDK and REST API workflows. Listed sources include PostgreSQL, MySQL, MariaDB, SQL Server, MongoDB, Snowflake, BigQuery, Redshift, Databricks, Salesforce, and flat files. Textual lists native support for formats such as PDF, DOCX, images, spreadsheets, and JSON. Tonic says employees do not access customer data and that the platform does not store it; its controls include least-privilege access and an independently maintained SOC 2 report. Fabricate offers 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.

Spec sheet

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.Read 30 Sep 2026 · tonic.ai
Integrations
Listed integrations and sources include PostgreSQL, MySQL, MariaDB, SQL Server, MongoDB, Snowflake, BigQuery, Redshift, Databricks, Salesforce, and flat files.Read 30 Sep 2026 · tonic.ai
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.Read 30 Sep 2026 · docs.tonic.ai
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.Read 30 Sep 2026 · tonic.ai
Support
Fabricate Free support is via Discord, Plus support is via Discord and email, and Fabricate Enterprise includes dedicated customer support.Read 30 Sep 2026 · tonic.ai
Headquarters
San Francisco, California, United StatesRead 23 Sep 2026 · tonic.ai
Founded
2018Read 23 Sep 2026 · tonic.ai
Company history
Tonic.ai says it was founded in 2018 and acquired Fabricate in 2025.Read 30 Sep 2026 · tonic.ai
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.Read 30 Sep 2026 · tonic.ai
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.Read 30 Sep 2026 · tonic.ai
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.Read 30 Sep 2026 · tonic.ai
Structural
Structural detects PII and PHI, applies masking and synthesis while preserving relationships, and supports database subsetting with referential integrity.Read 30 Sep 2026 · tonic.ai
Textual
Textual supports automatic redaction, reversible tokenization, optional synthetic replacement, and Python SDK and REST API workflows.Read 30 Sep 2026 · tonic.ai
Textual formats
Textual lists native support for TXT, DOCX, PDF, CSV, XLS, TIFF, PNG, JPEG, PPTX, PARQUET, HTML, XML, and JSON.Read 30 Sep 2026 · tonic.ai
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.Read 30 Sep 2026 · tonic.ai

Plans and prices

Fabricate Plus $29 a month $29 per month $25 of monthly credits · Pay-as-you-go for additional usage · Basic data export options · Discord and email support · Tonic Cloud deployment Read 30 Sep 2026 · tonic.ai
Fabricate Enterprise Priced on request Custom pricing 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 Read 30 Sep 2026 · tonic.ai
Fabricate Free Price not published $0 per month $5 of monthly credits · Basic data export options · Discord support · Tonic Cloud deployment Read 30 Sep 2026 · tonic.ai
Structural Enterprise Priced on request Custom pricing Unlimited source data, users, and data source types · Unlimited workspaces, databases, and generated data · Tonic Cloud or self-hosted deployment · RBAC · SSO/SAML Read 30 Sep 2026 · tonic.ai
Structural Professional Priced on request Custom pricing 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 Read 30 Sep 2026 · tonic.ai
Textual Enterprise Priced on request Custom Pricing 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 Read 30 Sep 2026 · tonic.ai
Textual Pay-as-you-go Priced on request Flat rate per 1,000 words processed; contact Tonic for a quote Unlimited words scanned · Unlimited users and custom detection models · Usage dashboard Read 30 Sep 2026 · tonic.ai

Every Tonic.ai plan and price →

Strong points and limits

Strong points

  • Fabricate generates relational and unstructured datasets.
  • Structural preserves relationships during masking and synthesis.
  • Textual supports redaction and reversible tokenization.
  • Textual offers Python SDK and REST API workflows.
  • Fabricate Plus costs $29 a month.

Limits

  • Structural Professional is limited to 10TB of source data.
  • Structural Professional is limited to 10 users.
  • Structural Professional supports two data source types.
  • Oracle and Db2 are marked Enterprise only.

Who it suits

Tonic.ai suits engineering and AI teams preparing data for software development, testing, QA, or model training. Its products also serve teams in regulated industries, according to the company.

Verdict

Tonic.ai offers separate tools for generating synthetic data, transforming structured production data, and handling unstructured text. Compare plan limits and deployment options across the products before deciding which fits your data workflow.

Where Specifiction places it

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