Tonic.ai enables seamless test data generation, providing high-quality synthetic data and ensuring data privacy with differential privacy techniques. It supports multiple data sources and formats and offers custom data transformations. However, it sometimes lags in custom data generation, has limited integration options, occasional inaccuracies in generated data, lacks detailed documentation for complex use cases, and has slow customer support response times.