You can talk to us before requirements are fixed.
Guide: consulting from ¥300,000, chatbot from ¥1,000,000|See pricing
Generative AI
Generative AI Development
Work that puts ChatGPT, Claude, and similar tools into real workflows. We narrow where it helps, try small, and only promote what is worth keeping. Buying a tool is not the finish line.
AI work whose specs depend on measured accuracy can start before requirements are fixed, and a PoC can be paid on outcomes. Forward Deployed Engineering
Common Challenges We Solve
- We want to make internal knowledge searchable
- We want to automate customer support
- We want to streamline meeting minutes and report creation
- We want to add AI capabilities to existing systems
- We ran an AI PoC but have nothing to decide whether to go to production
Benefits
Cut repetitive work
Automate only the loops that clearly waste time — support, drafts, lookups
Design for human review
Assume wrong answers. Decide where people still check output
Make internal docs usable
Turn scattered files into something the system can actually retrieve
Services
AI Consulting
We assess the potential of generative AI for your business and develop an adoption strategy. We guide you from 'what's possible' to 'how to implement it.'
- Business Analysis & AI Feasibility Assessment
- Implementation Roadmap
- PoC (Proof of Concept) Support
- Internal Training & Workshops
RAG System Development
We build AI systems that can search through internal documents, FAQs, and manuals. Generate answers powered by your own company data.
- Vector Database Setup
- Document Parsing & Indexing
- Search Accuracy Tuning
- Hybrid Search
AI Chatbots & Agents
AI that takes inquiries, asks follow-up questions, summarises and prepares what staff need to decide — with the line between AI and people agreed first.
- Custom Chatbot Development
- Existing System Integration
- Multi-channel Support
- Conversation Log Analytics
Business Automation
Automate routine tasks like meeting minutes, report generation, and email responses with AI. Free up your team to focus on what truly matters.
- Automated Document Generation
- Email & Chat Response Automation
- Data Analysis & Report Generation
- Workflow Automation
Supported AI Models
OpenAI GPT
High-accuracy text generation & comprehension
Anthropic Claude
Long-context understanding & safety-focused
Google Gemini
Multimodal capabilities
Azure OpenAI
Enterprise-grade deployment
Implementation Process
Discovery & Assessment
We assess your current challenges and identify opportunities for AI adoption, estimating the potential impact.
Proof of Concept
We first set up a way to measure accuracy on your real data, then pilot on a small scope — so the go/no-go decision rests on numbers.
Full Development
Based on PoC results, we build the production system and integrate it with your existing infrastructure.
Operations & Improvement
After launch, we continuously monitor performance and support accuracy improvements and feature expansion.
Technologies
LLM API
Frameworks
Vector DB
Infrastructure
Individual Areas
Also Included
Private AI Workspace
A chat screen under your control, usage-based AI, and MCP connections to your business tools.
Agentic Web (NLWeb)
An AI agent on your site that visitors can search and act through in plain language.
microCMS × RAG
AI chat and search over microCMS content, reflecting updates as soon as they are published.
Related Services
Pricing guide
Prices are pre-tax guides and vary with scope, integrations, and post-launch operations. Formal quotes are free.
Related work
Projects close to this service. Those with challenge, scope, and stack described come first.
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AI & Generative AI
We want to adopt AI—where should we start?
Tell us about your current challenges. We'll analyze which operations can benefit from AI and propose a cost-effective implementation plan. Initial consultation is free.
We want to use ChatGPT or Claude in our business
We can help with custom AI chatbots using your internal data, Slack/Teams integration, and embedding AI into business processes—all with security in mind.
Can our internal data be used to train AI?
Yes, using RAG (Retrieval-Augmented Generation), we can enable AI to reference your internal documents and FAQs. Data stays secure and is never sent externally.
How much cost savings can AI achieve?
To be straight with you: we cannot promise a percentage in advance. It varies widely by task, and we do not hold verified reduction figures we could stand behind. What we do instead is count, with you, how many times a task occurs and how long one instance takes. Once that is measured, a small trial is enough to judge the effect — including the case where it is not worth automating, which we will say.
How much does AI implementation cost?
Per our pricing guide: AI consulting (analysis and PoC support) from ¥300,000, AI chatbot development from ¥1,000,000, and AI business automation from ¥2,000,000. We recommend starting small, confirming the effect, and expanding in stages.
Can we implement AI even if our team has no AI expertise?
Yes, no problem at all. We handle from AI selection and implementation to operational training. We'll prepare manuals and conduct internal training so your team can use it confidently.
You can talk to us before requirements are finished.
We can start by sorting what to do first. We run businesses ourselves, so the conversation stays about labor and ops. Consultation and estimates are free.
Online meetings / reply by next business day / free consult & estimate