Bisheng

Bisheng is a self-hosted AI application platform for teams working with business documents and processes. It supports tasks such as document review, support ticket assistance and fixed-layout report generation, including workflows that need human judgment during execution.

• Visual workflows: Combine loops, parallel tasks, batch processing and conditional branches, with human intervention and feedback during execution or multi-turn conversations.
• Agents and business rules: Coordinate multiple agents and use Lingsight's Agent Guidance Language (AGL) to incorporate domain experts' preferences and business logic.
• Document retrieval and model tools: Build retrieval-augmented generation (RAG) applications, manage models and datasets, evaluate results and perform supervised fine-tuning.
• Document parsing: Extract information from business documents with dedicated parsing models.
• Organizational access: Manage roles and user groups, connect SSO or LDAP, apply traffic controls by group and monitor usage.

Bisheng is open source under Apache 2.0 and runs through Docker and Docker Compose. The platform requires at least four virtual CPU cores and 16 GB of RAM; its recommended server has 18 virtual cores and 48 GB of RAM.