BUSINESS × TECHNOLOGY × TRAINING

Practical Generative AI for Real Operations
Consulting, Corporate Training & Development

Generative AI and DX consulting, business process redesign, workflow automation, AI chatbot and RAG development, and hands-on corporate AI training. As a freelance consultant based near Chiba and Tokyo, I support organizations across Japan online.

GENERATIVE AIBPRAUTOMATIONRAGCORPORATE TRAINING

01 — SERVICES

From business needs to
solutions people can use.

01

AI & DX Consulting

Support for business analysis, process structuring, AI adoption, transformation planning and operational design. Projects begin with actual business problems and workflows.

Business AnalysisDXOperational Design
View service
02

BPR, Process Improvement & Automation

Identify bottlenecks, manual work and fragmented workflows, then redesign and automate operations using practical tools and integrations.

BPRPythonGASn8n / Make
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03

AI Solutions & PoC Development

Rapid development of RAG systems, AI assistants, workflow tools and internal applications. Build first, validate with users, then decide how far to scale.

PoCRAGLLM APIAI Workflow
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04

Corporate AI & IT Training

Practical training on generative AI, workflows, AI-assisted development and IT, combining explanation, demos, hands-on exercises and Q&A.

Training DesignHands-onEnablement
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Conceptual illustration of complex workflows becoming structured

ONE CONTINUOUS APPROACH

Consulting × Implementation × Training

01

Business

Business interviews, problem definition, BPR, process structuring, standardization and stakeholder alignment.

02

Technology

Prototyping and implementation with Python, GAS, Dify, n8n, LLM APIs and RAG.

03

Training

Training design, materials, facilitation, hands-on practice and Q&A to support real-world adoption.

02 — PROJECTS

Make complex work
clear and actionable.

Selected engagements are anonymized for confidentiality.

01

Enterprise

Business Process & Documentation Redesign

Analyzed workflows, approval processes and documentation for a large organization with approximately ¥500 million in capital, then redesigned information architecture and navigation from the user's perspective. Responsible for analysis, BPR, stakeholder coordination and project execution.

Business AnalysisBPRInformation ArchitectureStakeholder Coordination
02

Multiple Industries

Operational Improvement Consulting

Interviewed operational teams across industries including retail and staffing, identified manual work, knowledge concentration and information gaps, and designed practical improvements suited to each workplace.

Current-state AnalysisProcess DesignOperational Adoption
03

AI / DX

Generative AI, DX & Automation

Supported business interviews, BPR, knowledge capture, documentation, AI bot implementation and automated document processing—from problem definition through implementation and operational design.

Google SitesGoogle Apps ScriptCloud RunDify
04

RAG / AI CHATBOT

Hybrid AI Chatbot

Built a hybrid chatbot combining rule-based routing and AI. Replaced a monthly SaaS setup with a self-managed system centered on a $5/month server plus API usage. It handled over 30 inquiries per day and recorded an approximately 40% conversion rate.

PythonVercelGoogle SheetsLLM API
05

In-house Enablement

Process Improvement & Enablement

Built data-transfer automation with GAS, an in-house newsletter workflow and an AI-assisted drafting process—reducing approximately ¥600,000 in annual outsourcing costs as well as manual effort and errors.

Google Apps ScriptDifyChatGPTCanva
Conceptual illustration of an AI system connecting data, tools and outputs

PUBLIC PROJECTS

Independent Projects

W

Transcription Web App

A web app combining transcription, speaker diarization, AI summaries, decisions and task extraction using FastAPI, asynchronous processing and WebSocket.

C

Chocotto Chat

Account-free web chat with invitation links, QR-code entry and file transfer between devices.

Chocotto Chat ↗

03 — TRAINING

Practical AI Training,
Not Just Lectures.

Generative AI is best learned by using it. Programs combine business scenarios, demonstrations, exercises, hands-on practice and Q&A so participants can apply what they learn to real work.

Conceptual illustration of a collaborative hands-on training session
250+Participants in a large-scale
IT infrastructure program
90–98%Participant satisfaction
96%Dify workshop satisfaction
01

Enterprise IT Infrastructure Training

A program for approximately 250 participants. Supported six groups of around 30 participants through online facilitation, Q&A and discussion support.

02

AI Training & Dify Workshop

Supported a hands-on Dify program, resolving access issues with alternative procedures and account guidance so every participant completed the exercise.

03

AI Enablement for Headquarters Teams

Covered AI trends, research workflows, Gemini, practical exercises and a Dify workshop from a business-use perspective.

04

AI Training for SMEs

End-to-end support for manufacturers, home-visit nursing providers and other SMEs—from needs analysis and program design to materials, delivery and Q&A.

Generative AIChatGPTClaudeGeminiMicrosoft 365 CopilotDifyn8nRAGAI AgentsPrompt DesignAI-assisted DevelopmentClaude CodeGitHub CopilotGoogle Apps ScriptBusiness AutomationAI LiteracyLLMAI Workflow

04 — ABOUT

Bridging Business
and Technology.

Masanari RyuAI / DX Consultant
& Corporate Trainer

Masanari Ryu is an AI / DX consultant and corporate trainer working across generative AI, business process transformation, automation and workforce enablement.

His work spans business interviews and process analysis through solution design, prototyping, stakeholder coordination and operational adoption.

Rather than stopping at recommendations, he can implement AI and automation solutions directly and help organizations build the skills required to use them in practice.

His background includes operational management, sales and business operations, providing a practical perspective beyond technology alone.

Major Apparel Company

Sales, store management and multi-store area management, overseeing operations of approximately ¥500 million in annual revenue.

Global Life Insurance Company

Corporate and individual sales.

Restaurant Management

End-to-end restaurant operations including service, purchasing, inventory, hygiene, sales and staff management.

Independent Business

Completed more than 20,000 food-delivery orders.

AI / DX Consultant

AI & DX consulting, corporate training, BPR, process improvement and intelligent automation.

05 — SKILLS

A cross-functional toolkit
from analysis to adoption.

01

Generative AI / LLM

ChatGPT · Claude · Gemini · Microsoft 365 Copilot · Claude API · LLM API · RAG · AI Agent

02

AI Workflow / Automation

Dify · n8n · Make · Google Apps Script · AI + Rule-based Hybrid Workflow

03

Development

Python · JavaScript · Java · HTML · CSS · API Integration · FastAPI · WebSocket · Asynchronous Processing

04

Cloud / Infrastructure

AWS · EC2 · S3 · Lambda · API Gateway · Amazon Bedrock · Google Cloud · Cloud Run · Cloud Functions · Vercel

05

AI Development

Claude Code · GitHub Copilot · Cursor

06

Training / Content

Training Design · Corporate Training · Hands-on Workshops · Demonstrations · Q&A · PowerPoint · Canva · e-Learning · Script Writing · Video Editing

06 — CONTACT

Let's discuss your AI, DX or training project.

Available for corporate AI training, AI / DX consulting, business process transformation, automation, prototyping and training program development. Early-stage inquiries are welcome.

Available for
Consulting / Implementation / Training