Case Studies

Real projects, the technical problems behind them, and how we solved them.

01
On-Demand Home Service Marketplace App
A booking and payment platform for iOS and Android, launched in 2 months and reaching 10K+ downloads.
FlutterStripe ConnectCodeMagiciOS
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02
Routiner — Morning Routine Timer
An Android app focused on building morning habits, developed and released in 5 days with support for 8 languages.
KotlinRoom (SQLite)Material Design 3Coroutines
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03
Soccer Skill Development & Management Platform
A proprietary algorithm quantifies player performance, benchmarked against data from 100+ professional players. In operation for over 3 years.
DjangoPostgreSQLStripeTailwind CSS
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04
Internal Management Platform
Project management, team assignment tracking, monthly goal visualization, and an engineer skills-assessment system, built in 1 week.
ReactDjangoSQLiteDjango REST Framework
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05
Orchard Management & Growth Tracking System
Fruit trees are managed via QR codes, with daily photos automatically compiled into a growth log. Weather API integration lets staff check conditions at remote fields.
DjangoDjango REST FrameworkMySQLQR Code Generation
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06
Video Learning Platform for FX Traders
A full-stack web app with Vimeo-restricted video delivery, PayPal billing, and real-time chat, delivered by 2 people in 2 weeks.
Next.js 14TypeScriptPrismaSocket.IO
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07
AI-Powered English Learning App
Aligned with CEFR levels A1-B2, with three modules: handwriting OCR scoring, AI speech scoring, and AI conversation, backed by a 7,800-word vocabulary database.
React NativeExpoExpress.jsTypeScript
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08
Night Market Vendor Management System
Manages everything from vendor applications and screening to Stripe payment and day-of check-in. A full-stack web app with 3 user roles, built by 3 people in 2 weeks.
ReactNode.jsStripeWebSocket
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09
2ch Scraping & Voice Assignment Tool for YouTubers
Automates production of "2ch archived thread" videos. Used by a YouTube channel with 300K subscribers.
PythonSeleniumselenium-wire
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10
X (Twitter) Spaces Auto-Detection & Recording Tool
Automatically detects when a specific user starts an X Space and begins recording, with support for monitoring multiple users simultaneously.
PythonX API v2requestsbeautifulsoup4
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11
Real-time Body Tracking
Detects 33 body landmarks from browser camera footage and automatically counts squat reps. Also proposed an extension for security camera use.
JavaScriptMediaPipe Tasks VisionHTML/CSSGitHub Pages
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12
Automated Basketball Game Stats Generation
Detects players, the ball, and the rim from game footage to automatically generate a scoring log with attributed scorers. Cross-references broadcast scoreboard OCR to confirm each score.
PythonYOLOv8ByteTrackSigLIP
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13
Crowdsourced Road Damage Collection Service
A public service where anyone can submit photos of road damage without registration; YOLO automatically judges them and plots the results on a map. A memory-efficient design that separates submission intake from detection.
PythonFastAPIRedisYOLO
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14
Automated Road Surface Damage Detection System
An accuracy-focused system for businesses and municipalities that uses AI to detect road cracks and potholes from images and video, visualizing them on a map with GPS coordinates.
PythonJavaScriptYOLOExpress
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15
Visual Inspection System for Manufacturing
A visual inspection system that compares a reference image against an inspection image to detect scratches and defects. Preprocessing, alignment, and a multi-model fallback reduce missed defects.
PythonOpenCVGeminiDocker
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16
Image + VLM Anomaly Detection System
An anomaly detection system that combines image classification with a VLM to judge normal versus anomalous. Runs entirely within Docker.
PythonVLMDocker
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17
Plant Demolition Simulation From 3D Point Clouds
A web system that ingests scanned point clouds and, through segmentation and support-relationship analysis, physically simulates the collapse of a structure. Built up over three iterative generations.
PythonFastAPITypeScriptThree.js
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18
Deepfake Image Detection Tool
A tool that judges whether an image involves face swapping or manipulation. Usable as a web app, and also callable from other systems via a REST API.
JavaScriptNode.jsDockerSightengine API
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19
Demand Forecasting Library
A Python library that forecasts demand from time-series data and, before producing a forecast, evaluates how reliable that data is likely to be.
PythonProphetscikit-learnpandas
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20
FanMap - Fan Overlap Network Visualization
An in-house analytics system that analyzes fan overlap between streamers (VTubers) from chat data and visualizes it as a network.
PythonFastAPIMySQLyt-dlp
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21
CAD Component Search & Auto-Generation System
A system that extracts parts from CAD drawings into a database, enables searching for identical parts across other drawings, and auto-generates floor plans and structures based on past drawings.
PythonTypeScriptezdxfMySQL
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22
Causal Relationship Extraction GraphRAG
A system that automatically extracts cause-to-effect relationships from documents, stores them in a Neo4j graph, and lets users search and visualize causal chains in natural language.
PythonNeo4jOpenAILangChain
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23
Japanese-English Broker LLM Middleware
A two-call pipeline that reasons over Japanese input in English before translating the result back to Japanese. A legal-domain PoC that handles ambiguous input with a clarifying-question loop.
TypeScriptDockerGPTMySQL
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24
find/ — AI App Search + Contract Lead Generation
Combines two functions in one mobile app: AI search to quickly discover existing apps, and, when nothing matches, a wish-posting flow that turns into developer quotes and contract-development leads.
ExpoReact NativeNode.jsPrisma
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25
On-Premise GraphRAG Incident Knowledge Base
A GraphRAG system, running fully on-premise via Docker with no dependency on external APIs, that responds to natural-language questions with the closest matching solutions and points to check.
PythonNeo4jDockerFastAPI
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26
YOUandAI — Adaptive AI Fighting Game
A free-to-play fighting game that runs in the browser. The AI learns and adapts to the player's behavior patterns in real time during matches, becoming tougher as the level rises.
TypeScriptThree.jsVite
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27
ve5 — Automated Essay Video Generation Pipeline
A pipeline that, given just a single topic keyword, autonomously handles everything from script writing, narration, subtitles, B-roll, visual design, Remotion rendering, and thumbnails to scheduled YouTube uploads.
TypeScriptPythonRemotion
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28
ve6 — Subtitles, Speaker Detection, and Character Animation for Conversation Videos
A tool that, given an input video, automatically runs transcription, speaker identification, and emotion detection, and outputs a video with bottom subtitles and animated character portraits for each speaker.
TypeScriptPythonWhisperGemini
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29
ve7 — Dialogue Manga Shorts Mass Production
A pipeline that, given just a dialogue script, automates panel image generation, line-by-line TTS, vertical video rendering with Remotion, and posting to YouTube/TikTok.
PythonTypeScriptRemotionFish Audio
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30
Social Media Automation Platform (Multi-Account, Multilingual)
Unattended mass production of save-worthy Instagram content, from theme selection through posting. A single codebase runs multiple accounts across multiple languages, switching between fully automatic, semi-automatic, and review lanes.
PythonShellgpt-image-2
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31
note.com Multi-Account Auto-Posting Tool
A CLI tool that reverse-engineers note.com's internal endpoints (no official API exists) to automate draft saving, publishing, hashtags, and eyecatch images across multiple accounts.
Python
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32
Posutte - Automated Social Ad Generation & Posting for Local Businesses
A store owner sends a photo, and the system automatically generates an ad image and caption, then schedules the post to Instagram. Uses OCR + VLM fact-checking, with security CI built in. An in-house product.
PythonFastAPIPlaywrightStripe
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33
Certified Care Worker Exam Prep - Japanese Language Learning Platform
A web app for studying past questions from Japan's certified care worker exam, organized by year and subject. Includes subscription billing and Japanese-Indonesian translation to support international caregivers preparing for the exam.
DjangoPythonStripe
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34
Shabemaru - AI Conversational Speaking Assessment App
Students have voice conversations with an AI and receive automatic scoring and feedback across five axes: grammar, vocabulary, fluency, pronunciation, and content. Teachers can create assignments and review results.
Next.jsTypeScriptOpenAIPrisma
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35
Automated Listening Test Generator
A web app that automatically generates listening test scripts, audio, and questions, with per-speaker accent and speed settings and an audio playback UI. Live in production.
TypeScriptCloudflare Pages
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36
Creator Content Sales Platform
A content sales platform for creators combining one-off purchases with monthly plans, built with custom session auth, video streaming, a payment adapter, and a DB queue with workers.
Next.jsTypeScriptMySQLPrisma
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37
Shipping CSV - Shopify Shipping Data Generator
A Shopify app that generates Yamato B2 Cloud shipping label CSVs from unfulfilled orders. Handles prefecture code conversion, name reordering, Shift_JIS encoding, and the fixed 97-column format.
TypeScriptShopifyNode.jsPostgres
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38
Shop Floor Production Management & Auto-Scheduling
An Odoo 17-based production management system for manufacturing shop floors. Implements priority calculation across 5 constraints, bottleneck visualization, OR-Tools-based auto-scheduling, and a tablet UI.
PythonOdooGoogle OR-Tools
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39
Giftyo - Gift Web Service
A gift-related web service built with Django, Tailwind CSS, and DRF.
DjangoPythonJavaScript
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40
Hibari - Web Application
A web application built with Django.
DjangoPythonJavaScript
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41
Team Dashboard
An in-house team dashboard built with Next.js.
Next.jsTypeScript
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42
FocusWork — Focus Support App
A mobile app that provides a natural transition into focus and an immersive experience. Manages 15/25/45/90-minute timers, a 4-7-8 breathing guide, task templates, and daily stats locally.
React NativeTypeScriptExpo
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43
yourate — Web Service
A web service under continuous, long-term iterative development since its early stages. Built with Python, JavaScript, and HTML.
PythonJavaScriptHTML
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44
FoodHub — Food Delivery App
A food delivery Flutter app supporting three user types: customers, restaurants, and delivery drivers. Built with JWT authentication, Stripe payments, order tracking, and Riverpod state management.
FlutterDartNode.jsMySQL
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45
Celesmile — Flutter Mobile App
A Flutter mobile app with Stripe payments, image selection, multi-language support (intl), and sharing features.
FlutterDartStripeFirebase
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46
Timeen — Gig Work Matching App
A gig work matching app similar to Timee. Built in Flutter with worker/company roles, job search, first-come-first-served instant confirmation, QR code attendance, and map display.
FlutterDartStripe
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47
Surge — Task Management for People with Energy Waves
No streaks, no penalties. On rest days, tasks are hidden to remove guilt. A mobile app with four screens: Declare, Tasks, Pool, and Reflect.
React NativeExpo
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48
AR Football Golf
An iOS app that uses ARKit to detect the ground and place distance markers from 1-10m in AR space. Measures the ball's landing position by tap and judges success within +/-15cm.
SwiftARKit
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49
security-kit — Contracted-Work Security Standard Kit
An in-house standard kit with a 3-layer structure to secure contracted projects. Automatically runs gitleaks/semgrep/trivy on push/PR/weekly schedule, unifying an ASVS L1 checklist with report templates.
GitHub Actionsgitleakssemgreptrivy
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50
Zoom Phone x FileMaker Real-Time Integration
A Node.js service that receives Zoom Phone webhooks and forwards call data to FileMaker in real time. Deployed on Render.
JavaScriptNode.jsFileMaker API
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