# AI Agent Assistant

URL: https://ncse.tw/en/cases/ai-agent/
Language: en
Category: AI Agent
Type: Custom technical project
Tags: AI, Agent, LLM

AI Agent development integrating LLMs with business logic for intelligent automated workflows.

## Background
The client is a tech startup looking to build an AI assistant to help their team with repetitive document processing, summarization, and internal knowledge base Q&A.

## Problem
The team spent significant time daily reading and summarizing lengthy documents, searching an internal knowledge base, and converting unstructured data into reports. This repetitive work hindered progress on core business objectives.

## Solution
We developed an AI Agent system integrating LLMs with the client's document repository and knowledge base. The Agent auto-summarizes documents, answers knowledge-base questions, and converts unstructured data to structured reports. Built with an extensible architecture for future tool integrations.

## Result
Document processing time was cut by more than half. Knowledge base Q&A accuracy is high, and the team can focus on strategic, high-value work. The client plans to continue expanding the Agent's capabilities.

## Metrics
- LLM integration with business logic
- Automated workflows improving operational efficiency