Enterprise AI Operating Model
Sangfor delivers AI agents and AI-native software with accuracy, control, and enterprise-grade reliability.
By combining enterprise knowledge, workflow automation, coding intelligence, quality governance, and private deployment, Sangfor provides a practical path from AI experimentation to production at scale.
- Private & Compliant
- Production-ready Workflows
- Enterprise Knowledge Integration
- Measurable ROI
Why Enterprises Need an Integrated AI Platform
AI Needs Enterprise Context
Enterprise knowledge, such as documents, code, policies, roles, workflows, and tools, often lives in disconnected systems. An integrated platform brings these assets together, turning them into structured, reusable knowledge that AI can actually understand and use.
AI Depends on Real Processes
Business operations and software delivery rely on defined workflows, permissions, approvals, and quality controls. Only an integrated platform can embed AI into these processes end-to-end, ensuring consistency, traceability, and reliable outcomes.
AI at Scale Requires Unified Control
Security, deployment, governance, and usage visibility are often fragmented across tools. An integrated platform centralizes control and analytics, enabling enterprises to scale AI securely and measure real business impact.
Two Products, One Enterprise AI Adoption Path
Sangfor Agent Builder
Enterprise AI Agent construction platform for knowledge and workflow automation.
Sangfor Agent Builder is a zero-code, enterprise-ready AI Agent platform designed to make AI adoption simple, controllable, and sustainable. It transforms AI from a complex technical project into an everyday productivity tool that everyone in your organization can use and benefit from.
Positioned alongside platforms like Dify, Coze, Anything-LLM, and Flowise, Sangfor Agent Builder offers higher-quality knowledge bases, more efficient application performance evaluation, and is truly built for effective operation and management within enterprise environments.
Sangfor CoStrict
Enterprise AI coding tool built for private, compliant production development.
While many enterprises seek AI coding tools to boost efficiency and innovation, they often face significant hurdles: tools that lack secure, private deployment options; generic models that don't understand specific business contexts; and unstructured workflows that produce low-quality, unreliable code.
Sangfor CoStrict stands alongside leading AI coding tools like Claude Code, Cursor, and Copilot, but with a sharp focus on core enterprise needs: private deployment, high compliance, and high-quality development. Built for organizations with strict data security policies, industry regulations, and standardized R&D processes, CoStrict enables a smooth and efficient transition to AI-Native development.
Product Benefits
Sangfor Agent Builder
manuals, structured data,
and institutional expertise.
Advanced document parsing, intelligent chunking, enhanced indexing, and precise reranking powered by agent-driven retrieval.
Build faster with visual workflows, ready-made templates, and exportable skills designed for business teams.
Comprehensive controls including dashboards, role-based permissions, organizational management, SSO, logging, and feedback loops.
Supports knowledge Q&A, document processing, data analysis, IT operations, and service automation out of the box.
Sangfor CoStrict
AI-ready context.
traceable engineering tasks.
Code, documents, rules, roles, skills, tools, and MCP servers become persistent, reusable AI assets.
Specification, planning, and execution modes align AI with requirements, architecture, tasks, and release cycles.
Ensure reliability with code reviews, security checks, layered testing, and release-ready validation for AI-generated outputs.
Gain full control with insights into capabilities, agents, repositories, members, tokens, and overall usage.
Deployment and Use Cases
Private Enterprise Architecture
Browser / IDE
Business users and engineers interact with AI agents, workflows, and coding assistance through familiar browser-based interfaces or integrated development environments.
Agent Builder/ CoStrict
Deployable as virtual machines on hyperconverged infrastructure (HCI) or VMware clusters, enabling flexible, on-premises or hybrid deployment.
Models & GPU
Embedding, reranking, and OpenAI API–compatible large language model (LLM) services operate under enterprise governance, powered by dedicated GPU resources.
High-Value Starting Scenarios
Knowledge and Document AI
Enable enterprise-wide question answering, policy retrieval, document summarization, and structured content processing to unlock the value of organizational knowledge.
Workflow and Operations Agents
Automate and streamline IT operations, security workflows, approval processes, service desk interactions, and cross-application orchestration.
AI-Native Software Engineering
Support the full engineering lifecycle, including requirements definition, system design, code generation, testing, review, release, and ongoing engineering management.