---
title: "bisheng"
type: "tool"
slug: "dataelement-bisheng"
canonical_url: "https://www.graphcanon.com/tools/dataelement-bisheng"
github_url: "https://github.com/dataelement/bisheng"
homepage_url: "http://www.bisheng.ai"
stars: 11500
forks: 1878
primary_language: "TypeScript"
license: "Apache-2.0"
categories: ["evaluation-observability", "ai-agents", "llm-frameworks"]
tags: ["llmops", "genai", "ai", "finetune", "chatbot", "agent", "enterprise"]
updated_at: "2026-07-07T18:32:58.289367+00:00"
---

# bisheng

> LLM DevOps platform for enterprise AI applications

BISHENG is an LLM devops platform designed to support enterprise scenarios with features such as general-purpose agents, GenAI workflows, and unified model management.

## Facts

- Repository: https://github.com/dataelement/bisheng
- Homepage: http://www.bisheng.ai
- Stars: 11,500 · Forks: 1,878 · Open issues: 112 · Watchers: 619
- Primary language: TypeScript
- License: Apache-2.0
- Last pushed: 2026-07-07T16:49:00+00:00

## Categories

- [Evaluation & Observability](/categories/evaluation-observability.md)
- [AI Agents](/categories/ai-agents.md)
- [LLM Frameworks](/categories/llm-frameworks.md)

## Tags

llmops, genai, ai, finetune, chatbot, agent, enterprise

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## README (excerpt)

```text
**Proudly made by Chinese，May we, like the creators of Deepseek and Black Myth: Wukong, bring more wonder and greatness to the world.**

> 源自中国匠心，希望我们能像 [Deepseek]、[黑神话：悟空] 团队一样，给世界带来更多美好。

<img src="https://dataelem.com/bs/face.png" alt="Bisheng banner">

<p align="center">
    <a href="https://dataelem.feishu.cn/wiki/ZxW6wZyAJicX4WkG0NqcWsbynde"><img src="https://img.shields.io/badge/docs-Wiki-brightgreen"></a>
    <img src="https://img.shields.io/github/license/dataelement/bisheng" alt="license"/>
    <a href=""><img src="https://img.shields.io/github/last-commit/dataelement/bisheng"></a>
    <a href="https://star-history.com/#dataelement/bisheng&Timeline"><img src="https://img.shields.io/github/stars/dataelement/bisheng?color=yellow"></a> 
</p>
<p align="center">
  <a href="./README_CN.md">简体中文</a> |
  <a href="./README.md">English</a> |
  <a href="./README_JPN.md">日本語</a>
</p>

<p align="center">
  <a href="https://trendshift.io/repositories/717" target="_blank"><img src="https://trendshift.io/api/badge/repositories/717" alt="dataelement%2Fbisheng | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
</p>
<div class="column" align="middle">
  
    
  </a>
  
  
</div>


BISHENG is an open LLM application devops platform, focusing on enterprise scenarios. It has been used by a large number of industry leading organizations and Fortune 500 companies.

"Bi Sheng" was the inventor of movable type printing, which played a vital role in promoting the transmission of human knowledge. We hope that BISHENG can also provide strong support for the widespread implementation of intelligent applications. Everyone is welcome to participate.


## Features 
1. **Lingsight, a general-purpose agent with expert-level taste**: Through the [AGL](https://github.com/dataelement/AgentGuidanceLanguage)(Agent Guidance Language) framework, we embed domain experts’ preferences, experience, and business logic into the AI, enabling the agent to exhibit “expert-level understanding” when handling tasks.  
<p align="center"><img src="https://dataelem.com/bs/Linsight.png" alt="sence1"></p>   

2. **Unique [BISHENG Workflow](https://dataelem.feishu.cn/wiki/R7HZwH5ZGiJUDrkHZXicA9pInif)**
   - 🧩 **Independent and comprehensive application orchestration framework**: Enables the execution of various tasks within a single framework (while similar products rely on bot invocation or separate chatflow and workflow modules for different tasks).
   - 🔄 **Human in the loop**: Allows users to intervene and provide feedback during the execution of workflows (including multi-turn conversations), whereas similar products can only execute workflows from start to finish without intervention.
   - 💥 **Powerful**: Supports loops, parallelism, batch processing, conditional logic, and free combination of all logic components. It also handles complex scenarios such as multi-type input/output, report generation, content review, and more.
   - 🖐️ **User-friendly and intuitive**: Operations like loops, parallelism, and batch processing, which require specialized components in similar products, can be easily visualized in BISHENG as a "flowchart" (drawing a loop forms a loop, aligning elements creates parallelism, and selecting multiple items enables batch processing).
   <p align="center"><img src="https://dataelem.com/bs/bisheng_workflow.png" alt="sence0"></p>

3. <b>Designed for Enterprise Applications</b>: Document review, fixed-layout report generation, multi-agent collaboration, policy update comparison, support ticket assistance, customer service assistance, meeting minutes generation, resume screening, call record analysis, unstructured data governance, knowledge mining, data analysis, and more.   
The platform supports the construction of <b>highly complex enterprise application scenarios</b> and offers <b>deep optimization</b> 	with hundreds of components and thousands of parameters.
<p align="center"><img src="https://dataelem.com/bs/chat.png
```

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/dataelement-bisheng`](/api/graphcanon/tools/dataelement-bisheng)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_