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Case Studies

Case Studies

Industry challenges, technical decisions, and outcomes — explained in detail (client names anonymized).

AI Self-ProductSaaS / ITStartup

AI News → Vertical Video → 5-SNS Simultaneous Distribution Pipeline

An in-house pipeline that automatically collects daily AI news, generates vertical videos with text-to-speech and character animation, and distributes them simultaneously to YouTube / TikTok / X / Threads / Note.

Apr 2026 – ongoing operation·In-house development & operation·Python / Claude / Gemini
Enterprise AIEnterpriseSaaS / IT

Multi-Tenant AI Assistant Platform (Dify RAG / LLM Chatbot)

Designed and developed a multi-tenant AI assistant platform for a major enterprise where multiple departments maintain their own knowledge bases. Built an API layer bridging internal RAG and external LLMs.

Sep 2025 – Mar 2026·Programmer (5-14 person team)·TypeScript / Python / Next.js
Safety Confirmation SaaSEnterpriseSaaS / IT

B2B Safety Confirmation Platform Development

Cloud platform that lets enterprises check employee safety en masse during major disasters and gives administrators a holistic operational view. Feature development and maintenance.

Ongoing (SES)·SES development·Next.js / Hono / TypeScript
EC PlatformE-CommerceEnterprise

B2B Matching-Style EC Service Development & Operational Refactoring

Development and operational refactoring of an EC platform with B2B matching features. Integrated listing, purchasing, payment, inventory, and inter-business messaging.

Ongoing·Development·Next.js / TypeScript / Prisma
Food ECE-Commerce

Food Marketplace Development & Operations

Development and operation of a marketplace-style EC for meals and ingredients. Covers seller menu management, order intake, and delivery integration.

Ongoing·Development·Next.js / TypeScript / PostgreSQL
AffiliateSaaS / ITStartup

Ad-Revenue Content / Affiliate Site Build & SEO Design

Build and operation of an affiliate site centered on niche reviews and comparison articles. Maximizes revenue through SEO design and high-speed content delivery.

Ongoing·Development·Next.js / TypeScript / SEO
Phone-Response AI SaaSEnterpriseSaaS / IT

Speech-to-Speech (STS) AI Phone-Response Service Development

Joined development of a phone-response AI SaaS combining LLMs with speech synthesis. Designed a voice platform that balances natural conversational experience with real-time responsiveness.

Apr 2026 –·SES development·Python / Speech Synthesis / LLM
Healthcare SaaSHealthcare

Healthcare Provider Platform Maintenance & Feature Expansion

Continuous feature development and maintenance for a SaaS used by healthcare providers. Adds features that reduce frontline operational burden while protecting patient data confidentiality.

Ongoing·SES·Next.js / TypeScript / Prisma
Point SystemE-CommerceSaaS / IT

Point System / Matching Platform Operations & Refactoring

Operations, maintenance, and feature additions for a platform that lets users exchange points and match with each other.

Ongoing·SES / Maintenance·Next.js / Node.js
HR / RecruitingHR / RecruitingEnterprise

Recruiting Management Platform Development & Maintenance (with AI Matching)

Development and maintenance of a recruiting management SaaS. Owns AI vector-search-based candidate matching and experience optimization for both companies and engineers.

Ongoing·SES·Next.js / FastAPI / PostgreSQL
Construction MatchingManufacturingStartup

Platform Connecting Interior-Construction Contractors and Users

Development of a platform that directly matches users seeking interior-construction work with contractors. Built an MVP rapidly via no-code.

2025·Development·Bubble (no-code)
EntertainmentSaaS / IT

Fortune-Telling Content Site Refresh (No-Code)

UI / UX overhaul and content expansion of a fortune-telling site, executed on a no-code stack.

2025·Refactoring·Bubble (no-code)
Public Sector / Local GovernmentGovernment

Local-Government Portal Site Development (No-Code)

Built a resident-facing portal for a local government using no-code + cross-platform tools, delivering Web and mobile (iOS/Android) from a single codebase.

2024·Development·Flutter / FlutterFlow / Firebase
Healthcare (Local Government)HealthcareGovernment

Online Medical Service Development (Municipal — Released in 3 Months)

Designed, developed, and operated an online medical service in partnership with a local government, end-to-end in 3 months. Covers booking, video consultation, and referral letter issuance.

Oct 2024 – May 2025·PL / SE / PG·Flutter / Firebase / GCP