Synth Studio vs SynthForge IO

Synth Studio generates synthetic tabular datasets with mathematical privacy guarantees. It accepts CSV and JSON files and detects their schemas automatically. Generation options include CTGAN, TVAE, GaussianCopula and schema-based methods. Differential privacy settings can be configured with epsilon and delta, using RDP accounting. Quality tools assess statistical similarity, machine-learning utility and privacy leakage, while automatic PII detection identifies fields such as names, emails and SSNs before generation. The product provides compliance reporting for HIPAA, GDPR, CCPA and SOC-2, alongside audit logs and model cards. Synth Studio is open source and can be self-hosted or used through its cloud offering. Local installation documentation lists Windows 10+, macOS 10.15+ and Linux. The free plan is free for up to 1 million rows per generation under an MIT License. REST API integration is available, but direct API access currently requires a session cookie or trusted proxy headers; API keys are upcoming. Documented API limits include 1,000 authenticated requests per minute and five concurrent generation jobs.

SynthForge IO generates synthetic data from database schemas for development, quality assurance, and load testing. You can describe a model in plain English, draw it in a visual editor, import SQL DDL, or begin with a template. Generation follows table dependencies and keeps child foreign keys connected to existing parent rows. The service provides 152 field types in 19 categories, including constraints, statistical distributions, and conditional overrides. Outputs include CSV, JSON, JSONL, Parquet, and SQL for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB, DuckDB, and CockroachDB. MongoDB-ready data is available as JSON or JSONL. Personal API keys use Bearer authentication and support curl, Python, and CLI jobs. Hosted MCP is in open beta for Claude, Cursor, and Streamable HTTP clients. The free plan includes the first 20,000 rows of each dataset; generation is capped at 1,000,000 rows per table and downloads at 1 GB. Paid credits start at $5, paid once.