LLM / Generative AI
We combine models based on use case, speed, cost, and security requirements.
No technical knowledge or prep materials required. In a free 60-minute call, we clarify where AI should help, where it should not be forced, and how to start small with PoCs from JPY 100,000.
We go beyond listing model names. Data connections, permissions, monitoring, and improvement cycles are designed together so the system keeps working after implementation.
We combine models based on use case, speed, cost, and security requirements.
Internal documents, CRM data, and knowledge bases become searchable business context.
Approvals, branching, and external tool execution are automated with clear control points.
Permissions, audit logs, and evaluation metrics keep AI systems improvable after launch.
Technology Integrations
Core models, cloud platforms, and SaaS foundations used in AI deploymentsAI consulting starts with a free conversation for organizations that are unsure where to begin. We clarify where AI can create value, where it should not be forced, and how to validate the right use cases with PoCs from JPY 100,000.
We map your workflows and pinpoint the highest-leverage opportunities for AI automation.
When ROI, risk, or human judgment matters more, we do not force AI into the workflow.
Small pilots provide the evidence you need before making a larger investment.
Start with a free consultation, then move to a PoC only when it makes sense. We do not recommend AI for areas where it is not the right fit.
Clarity on where to start
No AI knowledge required. We start with a free consultation, listen to your operations, and separate what generative AI can solve from what should not be automated.
Custom AI built for your workflows
When off-the-shelf tools fall short, we build AI systems tailored to your workflows. We can start with a small PoC from JPY 100,000 before moving into full development.
Autonomous agents that work for you
We build agents that handle multi-step tasks end-to-end — spanning multiple systems, with approval flows, audit logs, and real-time monitoring built in.
A sample of outcomes delivered through AI implementation.
Contract review time reduced from 40 hours/week to 12. AI handles initial review; attorneys focus on final sign-off.
Generative AI × Document Processing1,300 of 2,000 monthly inquiries handled automatically. Human agents now focus on complex cases only.
AI ChatbotQA report generation reduced from 3 weeks to 2 days. AI analyzes inspection data and drafts reports automatically.
AI × Data AnalysisTechnical depth and end-to-end ownership set us apart from other AI consultants.
Our engineers have hands-on experience with Claude, GPT-4o, Gemini, LLaMA, and more. We select the right model based on your specific use case, not what's trendy.
When consulting and development are separate teams, proposals don't survive contact with implementation. We own both — and stand behind our recommendations.
We prove value before asking for a large commitment. PoCs can start from JPY 100,000 and as little as 3 days, so you can validate with real numbers before scaling.
Not every workflow should be automated. We openly call out areas where AI is not worth the cost, adds risk, or should remain a human decision.
Data handling policies are designed from day one. We support cloud, on-premise, and air-gapped environments. NDAs executed before any engagement.
Start with a free 60-minute consultation. Move to a PoC from JPY 100,000 only when it makes sense.
Tell us about your challenges. No technical knowledge or prep materials required. We listen, ask questions, and help you articulate where AI may help.
We map AI opportunities, identify areas where AI should not be forced, model ROI, and present a roadmap with prioritized next steps.
Start with the highest-impact use case. PoCs can begin from JPY 100,000 and be delivered in as little as 3 days so you can validate results before scaling.
We build, deploy, monitor, and continuously improve the system. Ongoing tuning, updates, and feature additions are all covered.
We deliver AI solutions across a wide range of industries.
Contract review, case research, document drafting automation.
QA report generation, predictive maintenance, process optimization.
Risk analysis, underwriting support, document processing.
Automated classification, response generation, escalation routing.
Candidate screening, approval workflows, expense processing.
Product copy generation, recommendations, inventory forecasting.
Medical document summarization, patient Q&A automation.
Property listing generation, contract drafting, cost estimation.
Content generation, personalized tutoring AI, progress dashboards.
The first consultation is free. PoCs can start from JPY 100,000, depending on scope, duration, and requirements. Full system development varies widely, but we always validate in small phases before recommending larger investments.
Not at all. If you can describe a business challenge or an inefficient process, that's enough. We take it from there and translate business problems into AI solutions.
Data security is designed from day one. We support on-premise and air-gapped deployments. When using cloud LLMs, we verify that data is not used for model training. NDAs are signed before any engagement.
Start with a free discovery call. We map your workflows, identify where ChatGPT or Claude will have the most impact, and also call out where AI should not be forced. We can then support internal guidelines, training, and a phased rollout plan.
Yes. If the ROI is weak, human accountability is essential, or data preparation needs to come first, forcing AI into the workflow may be the wrong move. We start by clarifying where AI should and should not be used.
Yes. We have integration experience with Salesforce, HubSpot, SAP, and many others. We design AI additions that minimize changes to existing systems.
We analyze why and propose an alternative approach. If AI is not the right fit, we say so clearly. The point of a small PoC is to avoid large investments before the value is proven.
Yes. Monthly operations plans cover model updates, accuracy tuning, new feature development, and continuous improvement — all from the same team.
The free consultation takes 60 minutes. PoCs can start from JPY 100,000 and be delivered in as little as 3 days. Full system development typically takes 1–3 months, and we structure engagements in phases so you see value early.
We begin by deciding whether AI is worth using at all. We do not force AI where it does not fit, and when it does, you can start small with PoCs from JPY 100,000.
60 minutes online. No prep materials required. No hard sell.