Use
Cases
AI Implementation Support Use Cases

What kinds of companies can use AI, for what kinds of work, and how. We have gathered use cases for AI implementation support by company size and department, including examples for local governments. You can filter them by size and type of business.

Generative AI and agents we have in mind

Conversational generative AI
ChatGPTClaudeGeminiPerplexity
AI built into business tools
Microsoft 365 CopilotGemini for Google WorkspaceNotion AINotebookLM
Development and agents
Claude CodeCodexCursorOpenAI API, Claude API, Gemini API
Workflows
Difyn8nZapier

We choose tools to fit your work and security requirements. Product names are trademarks of their respective companies.

  • Make routine work more efficient PR department of a manufacturer

    A system for drafting press releases with AI

    Based on past releases and style rules, AI creates draft text and headline ideas, and a person reviews and finalizes them. We set up this flow.

    Deliverables
    Workflow and AI tools
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    ChatGPTClaudeAI Press Release X
  • Make content operations more efficient Marketing department of a service company

    Running owned media strong in AI search and SEO

    We check how the company appears in AI search, and switch to AI-assisted operations, from planning and drafting articles to preparing structured data.

    Deliverables
    Operations design and article production
    Expected effect
    Reduction in Content operation costs and outsourcing costs
    AI tools assumed
    ChatGPTPerplexityGeminiClaude
  • Standardize proposal work Sales department of an IT company

    Building a proposal outline from meeting notes

    From meeting notes, AI organizes the proposal outline and quote items, aligned with the company’s templates.

    Deliverables
    AI tools and templates
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    Microsoft 365 CopilotChatGPTClaude
  • Make internal information easier to find HR department of a financial or insurance company

    An internal knowledge base that answers policy questions with sources

    We organize regulations and manuals into knowledge AI can work with, and build an internal system that answers with sources shown.

    Deliverables
    Internal knowledge system
    Expected effect
    Reduction in Training costs and internal resources
    AI tools assumed
    NotebookLMClaude APIDify
  • Make routine work more efficient Customer support at a telecom company

    Draft reply support for customer inquiries

    AI creates draft replies from past answers, and staff check them before sending. We set up this flow.

    Deliverables
    Workflow and AI tools
    Expected effect
    Reduction in Internal resources and outsourcing costs
    AI tools assumed
    ChatGPTClaude APIDify
  • Set the direction for AI use Corporate planning and DX promotion office of a trading company

    Companywide AI policy and usage rules

    We map out each department’s work and design the order of efforts, usage rules, and promotion structure.

    Deliverables
    Roadmap and guidelines
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    ChatGPT EnterpriseMicrosoft 365 CopilotGemini for Google Workspace
  • Improve how the brand appears Brand division of a consumer goods maker

    Monitoring and improving how your brand appears in AI search

    We regularly check how the brand is treated in AI search answers and which sources are cited, and improve the website and communication accordingly.

    Deliverables
    Monitoring system and improvement proposals
    Expected effect
    Reduction in Internal resources and outsourcing costs
    AI tools assumed
    ChatGPTPerplexityGeminiClaude
    Technology used
    Visora (Cognify Lab., external site)(Cognify Lab.)
  • Deliver information overseas Tourism and inbound travel company

    Making a WordPress site multilingual

    AI translates published articles and pages, and we set up per-language URLs and search settings (hreflang, sitemaps).

    Deliverables
    Multilingual site
    Expected effect
    Reduction in Outsourcing costs (translation)
    AI tools assumed
    Gemini API
  • Make AI use stick Talent development department of a large company

    Training materials built from internal documents, with learning records

    AI creates evidence-based materials from internal documents, and we make distribution, evaluation, records, and improvement one flow.

    Deliverables
    Training system
    Expected effect
    Reduction in Training costs
    AI tools assumed
    ClaudeChatGPT
    Technology used
    STARTOUT (Cognify Lab., external site)(Cognify Lab.)
  • Make AI use stick Whole company at a large enterprise

    Training that lets employees automate work with AI

    Through materials and practice, employees learn to build systems that automate work with AI on their own.

    Deliverables
    Training and materials
    Expected effect
    Reduction in Training costs and outsourcing costs
    AI tools assumed
    ChatGPTClauden8nZapier
    Technology used
    AutoMates (Cognify Lab., external site)(Cognify Lab.)
  • Make resident services more efficient Resident service counter of a city or ward

    An FAQ that answers resident inquiries with sources

    We organize procedure guides, ordinances, and guidelines into knowledge AI can work with, and create draft answers with sources shown. Staff check them before giving guidance.

    Deliverables
    Knowledge and answering system
    Expected effect
    Reduction in Counter and phone handling time
    AI tools assumed
    Microsoft 365 CopilotChatGPTClaudeDify
  • Reach a wider audience Public relations division of a local government

    Multilingual notices and plain Japanese

    AI rewrites newsletters and web notices into foreign languages and plain Japanese. We prepare a glossary and style rules, and staff review before publication.

    Deliverables
    Translation flow and glossary
    Expected effect
    Reduction in Translation outsourcing costs
    AI tools assumed
    ChatGPTClaudeGemini
  • Start using it safely Planning or DX division of a local government

    Generative AI usage guidelines and staff training

    We decide what information may be entered (handling of personal information), which tools may be used, and how to check output, and spread department-specific usage through staff training.

    Deliverables
    Usage guidelines and training materials
    Expected effect
    Reduction in Staff working hours
    AI tools assumed
    Microsoft 365 CopilotChatGPTGemini for Google Workspace
  • Make routine work more efficient Assembly secretariat

    Drafting and summarizing meeting minutes

    AI creates drafts of transcripts and summaries from meeting recordings, and staff check speakers and notation before publication.

    Deliverables
    Minutes-creation workflow
    Expected effect
    Reduction in Transcription outsourcing costs
    AI tools assumed
    GeminiChatGPTNotebookLM
  • Make routine work more efficient Regional manufacturer

    Lightening order and inquiry paperwork

    We hand routine replies and document drafts to AI so that people can focus on checking and judging.

    Deliverables
    Workflow and AI tools
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    ChatGPTGeminin8n
  • Bring data together for use E-commerce business

    Profitability reports that combine sales and ad spend

    We reconcile sales, advertising, points, and other data and automatically compile profitability by day and by product.

    Deliverables
    Reporting tool
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    Claude CodeGemini for Google Workspace
  • Build AI into the product Startup working on a new business

    Rapid prototype (MVP) development and validation with AI

    We build a prototype in a short time and, through a proof of concept, check how users respond before moving to full development.

    Deliverables
    Prototype and validation design
    Expected effect
    Reduction in Outsourcing costs
    AI tools assumed
    Claude CodeCodexCursor
  • Make AI use stick Startup with a growing headcount

    AI-powered operations manuals and onboarding

    We document the flow of work and build a system where new members learn the work by asking AI.

    Deliverables
    Internal knowledge and training design
    Expected effect
    Reduction in Training costs
    AI tools assumed
    NotebookLMNotion AIClaude
  • Make routine work more efficient Real estate company running vacation rentals and lodging

    One place for reservations, guest messages, and cleaning

    Connected to booking sites, it has AI draft replies to guest messages, and manages even the progress of cleaning and tasks on a single screen.

    Deliverables
    Business app
    Expected effect
    Reduction in Internal resources and outsourcing costs
    AI tools assumed
    Gemini APIClaude APIOpenAI API
    Technology used
    NEWO SWITCH (Cognify Lab., external site)(Cognify Lab.)
  • Make production progress more efficient Advertising or production company

    Centralized management of web production revisions and reviews

    We collect revision requests and comments in the browser and manage everything through confirmation of changes together.

    Deliverables
    Review system
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    Claude CodeCodex
    Technology used
    WebPatch (Cognify Lab., external site)(Cognify Lab.)
  • Standardize proposal work Consulting firm or agency

    A system that creates proposals and quotes from client interviews

    From meeting materials and interview content, AI creates drafts of AX/DX initiatives, quotes, and proposals.

    Deliverables
    AI tools
    Expected effect
    Reduction in Internal resources
    AI tools assumed
    ChatGPTClaude
    Technology used
    Axion (Cognify Lab., external site)(Cognify Lab.)
  • Make content operations more efficient Company running owned media

    Making a WordPress site static and preparing information for AI

    We turn public pages into static HTML to speed up display, and prepare image optimization and information in a form AI can easily read.

    Deliverables
    Static site and knowledge API
    Expected effect
    Reduction in Content operation costs
    AI tools assumed
    Claude CodeGemini API
    Technology used
    Static HTML AI (Cognify Lab., external site)(Cognify Lab.)

All of these are hypothetical examples, not actual implementation cases. The approach and the effects vary depending on the work and the environment.