AI & DX Consulting
Support for business analysis, process structuring, AI adoption, transformation planning and operational design. Projects begin with actual business problems and workflows.
View serviceBUSINESS × TECHNOLOGY × TRAINING
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.
01 — SERVICES
Support for business analysis, process structuring, AI adoption, transformation planning and operational design. Projects begin with actual business problems and workflows.
View serviceIdentify bottlenecks, manual work and fragmented workflows, then redesign and automate operations using practical tools and integrations.
View serviceRapid development of RAG systems, AI assistants, workflow tools and internal applications. Build first, validate with users, then decide how far to scale.
View servicePractical training on generative AI, workflows, AI-assisted development and IT, combining explanation, demos, hands-on exercises and Q&A.
View service
ONE CONTINUOUS APPROACH
Business interviews, problem definition, BPR, process structuring, standardization and stakeholder alignment.
Prototyping and implementation with Python, GAS, Dify, n8n, LLM APIs and RAG.
Training design, materials, facilitation, hands-on practice and Q&A to support real-world adoption.
02 — PROJECTS
Selected engagements are anonymized for confidentiality.
Enterprise
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.
Multiple Industries
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.
AI / DX
Supported business interviews, BPR, knowledge capture, documentation, AI bot implementation and automated document processing—from problem definition through implementation and operational design.
RAG / 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.
In-house 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.

PUBLIC PROJECTS
A web app combining transcription, speaker diarization, AI summaries, decisions and task extraction using FastAPI, asynchronous processing and WebSocket.
Account-free web chat with invitation links, QR-code entry and file transfer between devices.
Chocotto Chat ↗03 — TRAINING
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.

A program for approximately 250 participants. Supported six groups of around 30 participants through online facilitation, Q&A and discussion support.
Supported a hands-on Dify program, resolving access issues with alternative procedures and account guidance so every participant completed the exercise.
Covered AI trends, research workflows, Gemini, practical exercises and a Dify workshop from a business-use perspective.
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.
04 — ABOUT
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.
Sales, store management and multi-store area management, overseeing operations of approximately ¥500 million in annual revenue.
Corporate and individual sales.
End-to-end restaurant operations including service, purchasing, inventory, hygiene, sales and staff management.
Completed more than 20,000 food-delivery orders.
AI & DX consulting, corporate training, BPR, process improvement and intelligent automation.
05 — SKILLS
ChatGPT · Claude · Gemini · Microsoft 365 Copilot · Claude API · LLM API · RAG · AI Agent
Dify · n8n · Make · Google Apps Script · AI + Rule-based Hybrid Workflow
Python · JavaScript · Java · HTML · CSS · API Integration · FastAPI · WebSocket · Asynchronous Processing
AWS · EC2 · S3 · Lambda · API Gateway · Amazon Bedrock · Google Cloud · Cloud Run · Cloud Functions · Vercel
Claude Code · GitHub Copilot · Cursor
Training Design · Corporate Training · Hands-on Workshops · Demonstrations · Q&A · PowerPoint · Canva · e-Learning · Script Writing · Video Editing
06 — CONTACT
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