AI Capabilities

Build AI Agents

Build AI agents around specific business workflows, including knowledge base Q&A, document and report processing, customer service and ticket routing, as well as approval and data entry processes. The delivery goal is a tool that the business team can use daily—not just a generic chat interface.

Enterprises with high volumes of repetitive inquiries, reporting, or data entry tasksTeams with scattered internal resources and slow onboarding
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You may encounter

The same questions are asked repeatedly every day, with answers scattered across chat groups, documentation, and employees' heads.
Manual report consolidation leads to inconsistent metrics and requires rework at month-end.
Bought a large model account, but don't know how to integrate it into your business.

How we do it

  1. 01

    Select a high-frequency closed loop

    Start with a daily, well-defined process to build a verifiable closed loop.

  2. 02

    Organize Knowledge and Data

    Organize policies, manuals, and historical records into searchable content while defining clear access boundaries.

  3. 03

    Design Human-Machine Collaboration

    Clearly define which steps are automated and which require manual confirmation, ensuring all critical actions are logged and auditable.

  4. 04

    Launch, Evaluate, Iterate

    Build a small-scale evaluation set to track answer accuracy and human intervention rates, with monthly iterations.

Deliverables

  • Scenario Design and Flowcharts
  • Knowledge Base and Retrieval Configuration
  • Agent Workflow and Human Confirmation Node
  • Evaluation Dataset and Operations Dashboard Guide

Use Cases

Internal Policy Q&AContract and Document Information ExtractionAutomated Customer Support & Ticket RoutingNatural language query for business data

Frequently Asked Questions

Controlled via three measures: responses must cite source material; questions outside scope are directly declined; and any actions involving amounts or external transmission require manual confirmation. Pre-launch evaluation will use the enterprise's own question set.

Contact Shunwo Network

Wondering if building an agent is right for you?

Clearly describe your current business status and key bottlenecks. We'll assess whether this service is worth pursuing and identify the most stable starting point.

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