dataelement/bisheng

Health v2 · maintenance only

Adoption not part of the score

11911 stars · 1950 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

BISHENG is an open-source LLM DevOps (LLMOps) platform for building enterprise AI applications, offering GenAI workflow orchestration, RAG, agents, unified model management, evaluation, SFT/fine-tuning, dataset management, and observability. It is a self-hosted Python/React platform used by large enterprises, including Fortune 500 companies.

Use cases

• build enterprise LLM applications with a visual workflow
• create RAG pipelines over company documents
• orchestrate AI agents with human-in-the-loop review
• manage and evaluate multiple LLM models centrally
• fine-tune models with SFT and manage datasets
• deploy a self-hosted chatbot platform for my company
• add observability to LLM app deployments
• extract data from documents with OCR in AI workflows

When to choose

• you need an enterprise-grade, self-hosted LLMOps platform combining workflows, RAG, agents, and evaluation
• you want human-in-the-loop intervention inside AI workflows
• you need unified model management plus fine-tuning (SFT) and dataset tooling in one platform
• your organization requires enterprise-level system management and observability for GenAI apps

When to avoid

• you only need a lightweight library or SDK to call LLMs from code
• you want a fully managed cloud service with no self-hosting overhead
• you need a minimal single-purpose RAG or chatbot tool rather than a full platform
• your team cannot operate a multi-component Python/Docker deployment

Facets

application · maturity active

agent-framework rag llm-inference workflow-automation chatbot ocr machine-learning data-science monitoring etl large-language-models chatbots developer-tools self-hosted erp python self-hosted cross-platform llmops llm-devops genai workflow-orchestration fine-tuning sft evaluation enterprise-ai model-management observability human-in-the-loop ai-agents retrieval-augmented-generation natural-language-processing automation docker web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="dataelement/bisheng")