Build AI Agents That Work with Your Business
We design and build AI agents that connect approved knowledge, business tools, and workflows. From internal knowledge assistants to multi-step automation, we define clear responsibilities, permissions, and human review points around each use case.Our AI agent services are also available for projects outside China.
Where AI Agents Can Help.
Enterprise Knowledge Agents
Help teams find answers in approved documents and knowledge sources, with access controls and references to supporting material.
Workflow Automation Agents
Connect business tools to support multi-step workflows, with defined approval points and recoverable execution.
Research & Analysis Agents
Gather information from agreed sources and prepare structured findings and report drafts for review.
Customer Support Agents
Support customer inquiries with approved knowledge, contextual responses, and a defined route to human assistance.
From Global Product Materials to Reviewed Local Content
Approved English materials
Extract product facts and brand requirements
Generate Chinese content drafts
Check terminology and format
Marketing review
Hand off to CMS or WeChat publishing staff through the agreed process
Illustrative workflow. Integrations and publishing steps depend on the agreed project scope.
How We Work.
Discover
Map the current process, data, people involved, and goals.
Design
Define tool permissions, approval points, exception handling, and acceptance criteria.
Pilot
Validate the key workflow within agreed data and tool boundaries.
Deploy
Put deployment, permissions, monitoring, and handover in place based on pilot results.
Support
Maintain knowledge, integrations, model configuration, and evaluation as agreed.
These are stages of how we work, not five packages every client must buy.
Start with a Pilot, Then Decide.
AI Workflow Assessment
Core deliverable
Current workflow, automation opportunities, data and permission conditions, risks, and pilot recommendations.
Boundary
Not free by default, and not a formal assessment generated in chat.
AI Agent Pilot
Core deliverable
A working pilot of one clearly defined workflow, with evaluation results.
Boundary
Not the same as a complete production system.
Custom Development
Core deliverable
Production development, integration, deployment, and handover within the confirmed scope.
Boundary
Scope is set after the pilot or a requirements review.
Support & Optimization
Core deliverable
Monitoring, evaluation, issue handling, and agreed optimization.
Boundary
Support hours, responsibilities, and fees are confirmed separately.
What a Pilot Includes.
- A clear business goal and workflow boundary
- Agreed data sources, tools, and permitted actions
- A working pilot
- Human review and exception-handling paths
- A test set and results, including failures
- Measured running cost and duration
- A recommendation on whether to move to production and what is still missing
Acceptance measures are chosen for each scenario. We do not promise a standard timeline, accuracy rate, or efficiency gain in advance.
Technology Follows the Workflow.
Our development toolkit includes LangChain, LangGraph, and Deep Agents. We select the architecture around the workflow, integration needs, and required controls—not a fixed framework checklist.
// FAQ
Frequently Asked Questions
Start with One Clear Workflow
Tell us which task takes too much manual effort, what information it depends on, and where human approval must remain. We’ll discuss a practical starting scope and how to evaluate it.