Use Cases

Real-World Use Cases from Our Program Participants Across Industries

Product and Service Information Bot

Project Overview

This bot is designed to enable users to interact with a Telegram chatbot to quickly access Tako Lightning’s product catalog and service information. In addition to improving information accessibility, the system also acts as a digital documentation hub that systematically records customer inquiries for monitoring and effective follow-up actions.

Key Features

Telegram-based chatbot for fast access to product and service information
Centralized product catalog and service details
Automatic recording of customer inquiries
Digital documentation for monitoring and follow-up purposes

Automated Incident Report Generation Bot

Project Overview

This chatbot system enables automatic incident report generation, particularly for foreign workers who can submit reports in their native languages. Using AI technology, the reports are automatically translated into English, formatted according to an official template, and sent directly via email to responsible parties for immediate action.

Key Features

Incident reporting through a chatbot interface
Native-language input support for foreign workers
AI-powered automatic translation to English
Automatic formatting based on official report templates
Direct email delivery to relevant stakeholders for prompt action

Regression Test Request Automation

Project Overview

A chatbot designed to simplify regression test requests by collecting required details from developers and automatically notifying the lab engineer. This reduces manual coordination and ensures requests are properly documented and scheduled.

Key Features

Collects test request details through a guided chat interface
Standardizes information for accurate test setup
Generates a structured CSV summary of the request
Sends automated email notifications to developers and lab engineers
Improves efficiency and reduces administrative workload

Smart PPE Compliance System

Project Overview

An AI-powered monitoring solution that helps organizations ensure workplace safety by analyzing uploaded images to detect whether workers are wearing the required personal protective equipment (PPE). It reduces the need for manual inspections while enabling faster identification of non-compliance and potential safety risks.

Key Features

Image-based detection of PPE compliance in real time
Simple upload process for quick safety checks
Reduces manual monitoring and operational effort
Supports better safety tracking with digital records

Automated YouTube Quiz Generator

Project Overview

The YouTube Quiz Generator streamlines content assessment by automatically converting any YouTube video link into a comprehensive Google Form quiz. By analyzing video transcripts, the tool generates relevant questions to instantly measure viewers’ comprehension and retention. This seamless integration reduces manual effort while providing a data-driven approach to ensure audiences truly understand key content.

Key Features

Automatic conversion of YouTube video links into Google Form quizzes
Transcript-based analysis for relevant question generation
Instant assessment of viewer comprehension and retention
Seamless integration with Google Forms
Time-saving, data-driven content evaluation

Automated Purchase Order (PO) Processing

Project Overview

This Automated Purchase Order Processing system eliminates manual data entry by using advanced recognition technology to extract critical information from PDF documents and image files such as JPG. By converting unstructured formats into structured CSV files, the solution accelerates document workflows, reduces human error, and ensures financial data is ready for analysis or integration with existing accounting software.

Key Features

Automatic data extraction from PDF and image-based PO documents
Support for unstructured formats (PDF, JPG)
Conversion of extracted data into structured CSV files
Reduced manual data entry and human error
Faster document processing and workflow efficiency
Easy integration with accounting and financial systems

AI Welding Defect Detection

Project Overview

An AI-powered inspection solution that automatically detects welding defects from visual data, replacing slow and inconsistent manual inspections. The system enables faster, safer, and more reliable quality control while reducing costly rework and improving production efficiency.

Key Features

Automated detection of welding defects for consistent quality assurance
Reduces human exposure to hazardous inspection environments
Minimizes rework, material waste, and operational costs
Accelerates inspection time to increase manufacturing throughput
Provides data insights to track defect patterns and optimize processes

Market Defect Query System

Project Overview

A chatbot-driven system that enables Design Quality teams to quickly retrieve detailed information on current market defects through natural language queries. It eliminates manual searching by providing instant access to structured defect data, supporting faster analysis, decision-making, and corrective actions.

Key Features

On-demand retrieval of market defect information via chatbot interaction
Provides structured details including defect description, model/segment, occurrence year, and investigation findings
Displays applied countermeasures for better tracking of resolutions
Reduces manual data lookup and improves response time for quality teams
Supports continuous improvement through accessible defect insights

Instant Messaging–Based Procurement Agent

Project Overview

This automated procurement solution allows staff to place raw material orders directly through instant messaging platforms such as WhatsApp or Telegram, where an integrated AI agent processes requests instantly. By transforming unstructured messages into professional, well-organized PDF order lists, the system eliminates manual data entry and sends the final documents directly to the user’s email. This workflow bridges mobile communication with formal record-keeping, ensuring accuracy and efficiency in kitchen or warehouse operations.

Key Features

Procurement via WhatsApp or Telegram messaging
AI agent for real-time order processing
Conversion of unstructured messages into structured PDF order lists
Elimination of manual data entry
Automatic email delivery of finalized order documents
Improved accuracy and efficiency for kitchen and warehouse operations

YouTube Comment Sentiment Analysis

Project Overview

This YouTube comment scraping tool automates the collection of feedback from a company’s channel to perform real-time sentiment analysis, identifying positive and negative public opinion trends. By transforming unstructured user discussions into actionable data, brands can gain deeper insights into audience perception and respond quickly to emerging trends.

Key Features

Automated scraping of YouTube comments
Real-time sentiment analysis of audience feedback
Identification of positive and negative opinion trends
Conversion of unstructured comments into actionable insights
Faster response to emerging audience sentiment

Production Line OEE & Operation Rate Analysis

Project Overview

This project focuses on analyzing the operation rate of production line equipment to optimize performance and efficiency. By monitoring how much time machinery spends performing its intended tasks, the system identifies bottlenecks and highlights opportunities for productivity improvement. A chatbot is integrated to automate data analysis and provide actionable insights to production line managers and engineers, facilitating faster and more informed decision-making.

Key Features

Calculates and tracks the actual operating time of equipment against total available time.
Identifies bottlenecks and suggests areas for performance optimization.
Chatbot performs routine analysis, saving time for managers and engineers.
Provides an interactive platform for accessing production line performance data and insights in real time.

After Sales Service Assistant Agent

Project Overview

A smart after-sales support solution designed to streamline customer service operations by centralizing ticket management, enabling personalized communication, and providing self-service knowledge resources. It helps organizations respond faster, improve customer satisfaction, and manage support workflows more efficiently.

Key Features

Centralized ticket management for inquiries, feedback, and support requests
Personalized and automated responses for a seamless customer experience
Integrated knowledge base enabling customer self-service

Automated 5S Audit Tracker

Project Overview

The Automated 5S Audit Tracker enhances workplace organization by enabling real-time monitoring of audit progress and triggering instant notifications for any issues detected. By automatically generating alerts whenever a 5S non-compliance is recorded, the system eliminates communication delays and ensures corrective actions are initiated immediately to maintain operational excellence and safety standards.

Key Features

Real-time tracking of 5S audit activities and progress
Automatic notifications for detected issues or non-compliance
Instant alerts to accelerate corrective action and resolution
Improved communication flow with no manual follow-up required
Supports continuous maintenance of workplace organization, safety, and operational standards

HR Operations Automation and Self-Service

Project Overview

By streamlining core HR operations and empowering employees with robust self-service tools, this solution significantly reduces response time for company policy-related inquiries. It creates a more agile administrative environment where employees can access critical information instantly, enabling HR teams to shift their focus from repetitive tasks to higher-level strategic initiatives.

Key Features

Automated handling of routine HR processes and inquiries
Employee self-service portal for instant access to policies and information
Reduced response time and administrative workload
Improved operational efficiency and employee experience
Allows HR teams to focus on strategic and value-driven activities

Automated Utility Expense Management

Project Overview

Automated Utility Expense Management is a digital solution that leverages advanced technology to streamline the entire process of handling organizational utility bills such as electricity, water, sewage, and telecommunications. The system reduces manual workload and ensures that every payment and usage is digitally monitored to enhance financial operational efficiency.

Key Features

Centralized management of multiple utility accounts and bills
Digital tracking of payments and consumption for better visibility
Reduced manual processing and administrative effort
Improved accuracy and efficiency in financial operations
Supports data-driven monitoring and cost management

AI-Powered Cost Estimation for Work & Materials

Project Overview

This solution enables companies to obtain the latest raw material prices through Telegram, where AI automatically calculates estimated job costs based on the received data. This process is essential to ensure that every quotation issued to customers is accurate and not priced below the actual cost, thereby protecting the company’s cash flow.

Key Features

Integration with Telegram to retrieve up-to-date raw material pricing
AI-powered automatic calculation of job cost estimates
Improves quotation accuracy and cost transparency
Prevents underpricing and safeguards company margins
Supports faster and more reliable decision-making in sales and operations

AI-Based Steam LP Troubleshooting Platform

Project Overview

This solution is designed to support troubleshooting and maintenance for the Slayer Steam LP. Available 24/7, it helps users quickly identify issues, explore possible fixes, and access relevant technical information without relying on manual references or immediate assistance from technical personnel. As a cloud-based solution, it serves as a portable digital handbook that can be accessed anytime, anywhere with an internet connection.

Key Features

AI-driven troubleshooting guidance for Slayer Steam LP equipment
24/7 availability for instant support and problem resolution
Cloud-based access, enabling use from any location with internet connectivity
Comprehensive knowledge base with recommended fixes, procedures, and replacement parts
Faster issue identification and resolution using advanced AI models

Pre-Claim Validation Chatbot for Tyre Warranty

Project Overview

The Pre-Claim Validation Chatbot is designed to help customers and retreaders verify warranty eligibility and assess tyre issues before submitting a claim. By guiding users to check warranty validity, identify the nature of defects, and review invoice details, the chatbot prevents unnecessary claim submissions that lead to high logistics costs and operational inefficiencies. This enables the claim department to focus on genuine technical defects while reducing time, cost, and misclassification of failures.

Key Features

Automatic warranty validation (1-year / 365 days based on invoice date)
Integration with company records to retrieve invoice and product details
Guided assessment to help users distinguish between technical defects, casing failure, or external impact
Reduces unnecessary shipment of non-eligible claims, saving cost and processing time
Improves efficiency by allowing claim teams to prioritize valid technical cases

Smart Robotics Documentation & Reporting Tool

Project Overview

A chatbot designed for the robotics department to streamline daily operations. It automates daily report generation and assists operators in searching through extensive robot operation manuals, providing quick access to essential information. The chatbot is focused on supporting report management and manual inquiries, improving efficiency and accessibility within the department.

Key Features

Automated Daily Reports: Operators fill out a daily report form, and the chatbot automatically emails it to the robotic engineer for review.
Manual Book Assistance: Quickly search for specific keywords or information in robot operation manuals.
Scope-Limited Responses: Only responds to inquiries related to manual books or daily report generation.
Time & Resource Saving: Reduces manual paperwork and streamlines report submission for management.
Operational Awareness: Helps the department detect unusual occurrences with robots promptly.
Convenient Access for Team: Provides easy, on-demand access to robot manuals for team members.

AI-Powered Production Mould Detail Tool

Project Overview

An AI-driven tool that simplifies the identification of production mould details, including diepin, blowpin, air blow, cycle time, and product weight. It helps company personnel access critical production data efficiently, improving workflow accuracy and consistency across teams.

Key Features

Quick Mould Detail Identification: Easily find specifics such as diepin, blowpin, air blow, cycle time, and product weight.
Efficient Data Access: Team members can retrieve data rapidly without searching through multiple files.
Unified Data Sharing: Ensures all team members have access to the same, accurate information.
Task Support: Simplifies task execution for workers by providing relevant production data instantly.
AI-Powered Assistance: Uses AI to streamline data retrieval and improve productivity.

Use Cases

Product and Service Information Bot

Automated Incident Report Generation Bot

Regression Test Request Automation

Smart PPE Compliance System

Automated YouTube Quiz Generator

Automated Purchase Order (PO) Processing

AI Welding Defect Detection

Market Defect Query System

Instant Messaging–Based Procurement Agent

YouTube Comment Sentiment Analysis

Production Line OEE & Operation Rate Analysis

After Sales Service Assistant Agent

Automated 5S Audit Tracker

HR Operations Automation and Self-Service

Automated Utility Expense Management

AI-Powered Cost Estimation for Work & Materials

AI-Based Steam LP Troubleshooting Platform

Pre-Claim Validation Chatbot for Tyre Warranty

Smart Robotics Documentation & Reporting Tool

AI-Powered Production Mould Detail Tool

MSF 4.0

ESG

Company