Bisheng is an enterprise AI framework and LLM DevOps platform designed to manage the full lifecycle of large language models. It provides a unified system for dataset curation, supervised fine-tuning, model versioning, and performance evaluation.
The platform features a visual workflow orchestrator for building retrieval-augmented generation pipelines and complex task sequences using flowcharts with conditional logic and human intervention points. It also includes an AI agent framework that uses a specialized guidance language to embed domain expertise and professional business logic into autonomous agents.
The system covers comprehensive enterprise AI governance through role-based access control, single sign-on, and integrated observability tools for monitoring system health and traffic. Additional capabilities include layout-aware document parsing for extracting text and tables from printed or handwritten sources and high-availability infrastructure deployment.