AutoSynthData: Hugging Face and ServiceNow Release Framework for Generating Enterprise Agent Training Data

ServiceNow AI, in collaboration with Hugging Face, has published AutoSynthData, a framework for automatically generating synthetic training data tailored to enterprise agentic workflows. The system is designed to address the data scarcity problem in enterprise agent training, where real interaction data is either proprietary, insufficient, or too costly to label at scale. AutoSynthData generates diverse, structured task demonstrations that can be used to fine-tune or evaluate agents on realistic enterprise scenarios such as IT service management, HR workflows, and customer operations. For developers building or fine-tuning agents for enterprise deployment, this provides both a methodology and tooling to bootstrap training sets without relying on production data collection. The open release on Hugging Face means teams can adapt the pipeline to their own domain schemas immediately.