Enterprise AI Agent Production and Operations Platform
AI Agent Platform (Foundation Model Factory)
Build an enterprise AI agent foundation that brings foundation models into real business workflows.A unified platform for multi-model integration, knowledge bases, tool invocation, AI agent development, workflow orchestration, and application publishing.
Organize models, knowledge, and tools into agents that participate in real business workflows
The AI Agent Platform manages the full lifecycle of enterprise AI applications, including model access, knowledge augmentation, tool use, workflow orchestration, evaluation, and publishing. Business teams can compose capabilities visually while technical teams apply open interfaces, security controls, and operational observability at scale.
General, industry, and private models are managed through a unified gateway, while enterprise documents, policies, and operational material become searchable knowledge with traceable references. Roles, prompts, tools, and workflow nodes turn isolated conversations into repeatable tasks that teams can inspect and govern.
Organizations can start with a focused knowledge, document, or service workflow, validate it against representative samples, and then publish it through an API or application connected to existing systems. Traces, latency, evaluations, and user feedback remain available for technical and business teams to improve quality, reliability, and operating boundaries together.
Bring foundation models into enterprise workflows with controlBring foundation models into enterprise workflows with control
Flexible Model Choice
Access models and inference services through one interface, then choose by task quality, cost, and security needs.
Controlled model accessActionable Enterprise Knowledge
Turn documents, policies, and business material into searchable knowledge that grounds answers and decisions.
Traceable knowledgeOrchestrated Complex Work
Combine agents, tools, rules, and human checkpoints into traceable workflows connected to real systems.
Collaborative execution
An agent factory for building, evaluating, publishing, and operating AI
Unified Multi-Model Access
Manage general, industry, and private models through a standardized gateway with shared authentication and quotas.
Knowledge Bases and RAG
Parse, segment, index, retrieve, and cite enterprise content so agents produce verifiable results.
Agent and Workflow Orchestration
Combine roles, prompts, tools, and workflow nodes for individual agents or collaborative agent teams.
Evaluation and Observability
Capture traces, latency, and feedback to compare versions, evaluate quality, and improve continuously.
Move an agent from idea to production through a controlled process
- Input · Models and knowledge
Connect Models and Knowledge
Select models, import enterprise content, and configure retrieval, permissions, and safety boundaries.
- Process · Roles and tools
Design Roles and Tools
Define each agent's responsibility, context, available tools, and execution rules.
- Collaborate · Orchestration
Orchestrate and Evaluate
Compose workflows and use evaluation sets to validate quality, stability, and compliance.
- Output · Release and operate
Publish and Operate
Release through APIs or applications and improve behavior through runtime data and feedback.
Support knowledge-intensive and process-intensive work
Intelligent Customer Service
Combine knowledge, tickets, and customer context to deliver continuous, traceable service responses.
Enterprise Knowledge Assistant
Help employees find policies, project material, and product information with source-grounded answers.
Document and Content Assistant
Support summarization, comparison, drafting, review, and structured extraction across repeated information work.
Business Workflow Assistant
Connect query, approval, and notification tools to complete cross-system tasks within explicit rules.
Core capabilities for scaling enterprise agents
- Unified Multi-Model AccessManages different models, inference services, and call policies.
- Enterprise Knowledge Bases and RAGTurns enterprise content into searchable, citable context.
- Agent and Tool OrchestrationConnects agents and tools into traceable execution paths.
- Evaluation, Observability, and OptimizationUses runtime data, feedback, and version comparison to improve.
Bring product capabilities into real business
Bring foundation models into enterprise workflows with controlWork with Qukai to define the scenario, technical path, and delivery plan.