Tonic.ai

Input—per 1M tokens

Output—per 1M tokens

Context—tokens

WeightsClosed

About

Tonic.ai is ranked #1 of 30 in synthetic data generation software on Inferse. It runs on API, Self-hosted, Web. Paid plans start at $29/mo.

Compared on synthetic data generation software

Free plan: Yestonic.ai
Paid from: $29/motonic.ai
Data modalities: relational databases, unstructured data, free text, PDFs, DOCX files, emails, JSON, mock APIstonic.ai
Privacy technique: bothtonic.ai
Deployment options: hybridtonic.ai
API access: Yestonic.ai
Output formats: CSV, JSON, XML, SQL, DOCX, EML, SML, SQLite, Avro, Iceberg, MongoDB, Parquet, Amazon S3, PostgreSQL, MySQL, Snowflake, Databrickstonic.ai

Facts

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