What can Laiye Worker do? Four enterprise AI use cases

Laiye Worker is a desktop-native enterprise AI employee that understands natural-language requests, orchestrates specialized skills, and completes work across business systems and documents. It serves as the execution layer of Laiye’s digital workforce platform and can support high-frequency, rules-based work in finance, HR, customer service, and supply chain operations.

• Positioning: The execution layer in Laiye’s three-layer architecture
• Core functions: Understand tasks, plan the work, and orchestrate Laiye APA, Laiye ADP, Laiye ACX, and third-party skills
• Common use cases: Financial reconciliation, candidate screening, ticket handling, and order or inventory synchronization
• Governance: Centralized permissions, policies, audit trails, and usage visibility through Laiye Shifu

How Laiye Worker fits into the platform

Laiye Worker is designed to plan tasks, coordinate skills, and deliver usable results. It works together with the control plane and skill layer, with each layer serving a distinct purpose.

Control Plane

Govern the AI workforce

Responsible for managing the overall AI workforce environment, including:

• Agent management  
• Permissions and policies  
• Audit and operational governance

Capability: Laiye Shifu

Execution Layer

Plan and execute tasks

Acts as the reasoning and orchestration layer that enables AI employees to:

• Understand goals and plan steps  
• Orchestrate different skills  
• Manage long-running tasks

Capability: Laiye Worker

Skill Layer

Provide specialized business capabilities

Provides the underlying skills required to complete real business work:

• Operate enterprise systems  
• Process documents  
• Retrieve knowledge  
• Execute specialized workflows

Capabilities: Laiye APA, Laiye ADP, Laiye ACX, and third-party skills

The key distinction: Laiye Worker consumes and orchestrates capabilities from the skill layer. It does not replace Laiye APA or Laiye ADP. Laiye APA provides deterministic process execution, while Laiye ADP handles document understanding and processing. Laiye Worker selects and coordinates these skills based on the task.

This is what separates Laiye Worker from a conversational assistant. In an authorized environment, it can work with local files, intranet systems, and enterprise applications to produce results that employees can review and use. See the official Laiye Worker product page.

Four representative use cases

The following examples show how Laiye Worker can combine task planning, document processing, and system operations. Each workflow must still be configured around the organization’s policies, systems, permissions, and review requirements.

1. Finance: Reconciliation, expenses, and invoices

• Bank reconciliation: Read bank statements and accounting records, match transactions, and prepare an exception list
• Employee expense reimbursement: Extract invoice and claim data, apply configured rules, and flag exceptions
• Invoice processing: Capture invoice data and connect verification, archiving, and purchase-order matching steps
• Contract payment checks: Compare contracts, payment requests, and transaction records before routing exceptions for review
• Business value: Reduce repetitive data collection and system entry so finance teams can focus on exceptions, approvals, and professional judgment.

2. HR: Recruitment and employee services

• Candidate screening: Parse resumes and prepare an initial ranking against job requirements
• Onboarding and offboarding: Update accounts, records, and connected systems after approval
• Employee file management: Classify and archive employee documents while flagging missing information
• Attendance consolidation: Collect data from multiple systems, identify differences, and prepare a review list
• Business value: Reduce repetitive record handling while keeping decisions about candidates, employee relations, and sensitive matters with HR professionals.

3. Customer service: Tickets and knowledge-based responses

• Ticket routing: Identify the request type, retrieve relevant history, and route the ticket to the appropriate team
• Knowledge-based responses: Retrieve approved information and draft a response that follows service guidelines
• Exception escalation: Identify complex issues that require human intervention and provide the available context
• Customer follow-up: Send configured follow-up messages and consolidate the responses
• Business value: Automate standardized work while allowing service teams to concentrate on complex conversations and exceptions.

4. Supply chain: Orders, inventory, and suppliers

• Order synchronization: Read, validate, and synchronize order data across connected systems
• Inventory reconciliation: Compare ERP and warehouse management records and flag discrepancies
• Supplier reconciliation: Consolidate transaction data and prepare statements and review items
• Procurement document checks: Compare purchase orders, contracts, and delivery documents for inconsistencies
• Business value: Reduce manual work across systems and give procurement, warehouse, and finance teams results they can verify.

How Laiye Worker completes a task

Consider the request: “Process this month’s expense claims.”

1. Understand the request: Identify the documents, financial policies, and business systems involved.
2. Plan the work: Create a sequence for reading claims, extracting fields, applying rules, updating the system, and reporting exceptions.
3. Orchestrate skills: Use Laiye ADP to process invoices and extract fields, then call Laiye APA to complete deterministic steps in the expense system.
4. Handle exceptions: Flag missing documents, inconsistent invoice details, or claims outside configured limits for human review.
5. Deliver and record the result: Produce a completion summary and exception list while retaining permission and action records under Laiye Shifu governance.

Without this workflow, employees may need to inspect each document and re-enter information across several systems. Laiye Worker handles routine steps while employees retain control over exceptions, approvals, and final accountability.

Why Laiye Worker is built for enterprise execution

Laiye Worker runs on the desktop and can work with local files, intranet systems, and enterprise applications within its authorized scope. Its model-agnostic architecture allows organizations to select or route models according to their task, compliance, and deployment requirements.

As adoption expands, Laiye Shifu provides centralized controls for identities, permissions, execution policies, audit records, and usage. This combination of desktop execution and centralized governance allows organizations to manage Laiye Worker as part of an enterprise AI environment rather than as an isolated personal assistant.

Laiye’s three-layer architecture defines the responsibilities clearly:

• Skill layer: Laiye APA, Laiye ADP, Laiye ACX, and third-party skills provide specialized capabilities
• Execution layer: Laiye Worker interprets goals and orchestrates the skills required to complete the work
• Control plane: Laiye Shifu manages agents, permissions, policies, and audits

FAQ

Q: How does Laiye Worker relate to RPA?

A: They play different but complementary roles. Laiye Worker operates at the execution layer, where it interprets goals, plans tasks, and orchestrates skills. Deterministic system operations are provided through Laiye APA. Laiye Worker can call these capabilities when a task requires reliable process execution.

Q: Which enterprise systems can Laiye Worker operate?

A: Through Laiye APA, APIs, and third-party skills, Laiye Worker can connect to ERP, finance, HR, CRM, office automation, online banking, and ticketing systems. The actual scope depends on the system environment, account permissions, available interfaces, and security policies.

Q: Does an organization need a dedicated AI team?

A: Employees can assign tasks in natural language, but enterprise deployment still requires business owners to define task boundaries. IT or automation teams should configure system access, permissions, and security controls. High-risk actions should include human approval or review.

Q: Does Laiye Worker support private deployment?

A: Private deployment is available with the Enterprise Edition. Laiye Worker can also work with local files, intranet systems, and proprietary models. The right setup depends on data sensitivity, network architecture, model requirements, and existing IT policies.

Q: Is Laiye Worker intended to replace employees?

A: Laiye Worker is best suited to repetitive, cross-system work with clear rules. Employees remain responsible for business objectives, authorization, exception handling, and high-risk decisions. AI handles routine steps while people retain oversight and accountability.

Q: Where should an organization begin?

A: Start with a frequent, clearly bounded task where employees can take over exceptions. Validate the workflow with representative, securely handled data. Once the first use case is stable, its skills and governance model can be reused in related roles and processes.

Laiye is the only vendor from China with recognition across the Gartner Magic Quadrants for Robotic Process Automation, Intelligent Document Processing, and Enterprise Conversational AI Platforms. It has also been recognized in the Gartner Magic Quadrant for Robotic Process Automation for six consecutive years as the only vendor from China.

In 2026, Laiye was named a Visionary in the Gartner® Magic Quadrant™ for Intelligent Document Processing. This marked its second consecutive year in the report, where it was again the only vendor from China. Read the official 2026 Gartner IDP announcement.

Laiye serves more than 3,000 enterprise customers, including over 300 Fortune Global 500 and China Top 500 companies. Laiye has also been recognized as a national-level Specialized and Innovative “Key Little Giant” enterprise.