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CASE STUDIES

AMCOLAB focuses on AI & Automation in Action for a new era and new generation.

AMCOLAB focuses on AI & Automation in Action for a new era and new generation.
Featured cases

Operations Transformed

Direct insights into how we solved critical operational bottlenecks for industry leaders.

Featured Case
EC Operations Automation — Shopify × Kintone × Shipping API
AUTOMATE · E-commerce Operations

EC Operations Automation — Shopify × Kintone × Shipping API

A Japan-based EC operator was spending 3–4 hours each day moving order, inventory, and shipping data between systems. We connected Shopify, kintone, and shipping APIs into one operational workflow, including approval steps and exception handling.

Tech
Shopify Kintone Fast Delivery Aws
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AI Invoice Processing — Auto-Extract from LINE or Google Drive
AUTOMATE · Finance Operations

AI Invoice Processing — Auto-Extract from LINE or Google Drive

Staff were manually reading invoices and entering vendor, date, amount, and other fields into accounting systems. We automated document intake, AI extraction, validation, human review, and accounting-system integration.

Tech
Line Google Drive Openai Python Aws
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Enterprise Document RAG - 40TB Private Knowledge Base with Local LLM
Business Automation

Enterprise Document RAG - 40TB Private Knowledge Base with Local LLM

A research-intensive enterprise was sitting on 40TB of accumulated knowledge - scientific papers, lab reports, and scanned PDFs - with no way to search across them intelligently. Employees spent hours digging through folders to find precedents. AMCOLAB deployed a fully on-premises RAG system with a local LLM, making the entire archive queryable in seconds with zero data leaving the building.

Tech
Ollama Qwen Qdrant Python Langgraph Color Ruby On Rails Flutter Postgre Linux Server
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8 selected case studies from 120+ delivered projects
BUILD · Real Estate
Real Estate Platform with Short Video and Livestream Open Houses
BUILD

Real Estate Platform with Short Video and Livestream Open Houses

Property agencies were spending significant time on repeated in-person viewings. We built a digital property platform combining short-form property videos, live remote viewings, booking, and customer interaction.

Tech
Flutter Ruby On Rails Webrtc 1 Maps Aws
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AI · Platform Development · HR
AI Recruitment Platform with Compatibility Scoring
AI

AI Recruitment Platform with Compatibility Scoring

A recruitment platform needed to surface workplace compatibility — working style, communication preference, cultural fit — not just keyword matches. Standard job board search was missing the signals that matter most in Japan.

Tech
Ruby On Rails React 2 Openai Aws Redis Sidekiq
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Business Systems · Manufacturing · AI
Auto-Generate Product Manuals at Scale — 30,000+ Templates
Business Systems

Auto-Generate Product Manuals at Scale — 30,000+ Templates

A manufacturer needed user manuals for tens of thousands of product models. Manual production was completely impractical at catalog scale — each product had unique specs but followed standardized documentation formats.

Tech
Ruby On Rails React 2 Flutter Openai Postgre Aws Pdf
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AI · Computer Vision · F&B
Real-Time Food Quality Inspection via Computer Vision
AI

Real-Time Food Quality Inspection via Computer Vision

A food company needed consistent quality control on a production line. Human visual inspection was subjective, inconsistent between shifts, and could not scale to production volume.

Tech
Python Yolo Opencv Rtmp Ruby On Rails React 2 Postgre Aws
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Business Systems · DX · Professional Services
Funeral Operations DX — Excel and Paper to Centralized System
Business Systems

Funeral Operations DX — Excel and Paper to Centralized System

A funeral services operator managed every stage — intake, scheduling, supplier coordination, billing — through Excel and paper. Information was siloed to individuals.

Tech
Ruby On Rails React 2 Postgre Line Api Google Drive Aws
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Platform Development · B2B Marketplace
B2B Equipment Maintenance Matching Platform with Escrow Payment
Platform Development

B2B Equipment Maintenance Matching Platform with Escrow Payment

Equipment owners in agriculture and construction could not find reliable maintenance specialists. Service providers had no channel to reach B2B clients.

Tech
Nodejs Shopify React Postgre Aws Twilio
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AI · Media & Entertainment · Mobile
AI Idol Livestreaming App
AI

AI Idol Livestreaming App

An AI-powered virtual idol platform that enables autonomous livestreaming and real-time fan interactions through natural conversations, expressive voices, and animated avatars.

Tech
Flutter Ruby On Rails Python Langgraph Color Ithreejs 64 Websocket 1 Aws Firebase
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AI · Voice AI · F&B
Multilingual Voice AI for Restaurant Ordering
AI

Multilingual Voice AI for Restaurant Ordering

A multilingual AI voice ordering platform that combines LLMs, structured conversation management, and voice technologies to deliver reliable restaurant ordering experiences through natural, real-time conversations.

Tech
Speech Synthesis Ai Agent Ruby On Rails React 2 Postgre Rest Api
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