AI Consulting & Generative AI Development

Start with AI from a free consultation.

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.

60 min free
First consultation
JPY 100k+
PoC starting price
No forced AI
We also advise where not to automate

From LLMs to business systems, we design stacks that can be operated after launch.

We go beyond listing model names. Data connections, permissions, monitoring, and improvement cycles are designed together so the system keeps working after implementation.

01

LLM / Generative AI

We combine models based on use case, speed, cost, and security requirements.

OpenAIClaudeGeminiQwen
02

RAG / Data Integration

Internal documents, CRM data, and knowledge bases become searchable business context.

LangChainPineconePostgreSQLVector Search
03

AI Agent Design

Approvals, branching, and external tool execution are automated with clear control points.

Tool CallingWorkflow EngineAPI IntegrationHuman-in-the-loop
04

Operations / Security

Permissions, audit logs, and evaluation metrics keep AI systems improvable after launch.

VercelAWS / AzureObservabilityAccess Control

What is AI Consulting?

AI 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.

i

Identify where AI has the most impact

We map your workflows and pinpoint the highest-leverage opportunities for AI automation.

ii

Clarify where not to use AI

When ROI, risk, or human judgment matters more, we do not force AI into the workflow.

iii

Validate with PoCs from JPY 100,000

Small pilots provide the evidence you need before making a larger investment.

Services

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.

STEP 1

AI Consulting

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.

  • AI opportunity assessment & prioritization
  • Identification of areas where AI should not be introduced
  • Roadmap planning (3 / 6 / 12 months)
  • ROI modeling, KPI design & exec-ready presentation
  • Tool selection & vendor evaluation
  • Security & compliance requirement mapping
Talk to us
STEP 2

AI System Development

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.

  • Workflow automation & RPA + generative AI
  • LLM-powered internal knowledge search
  • AI integration with CRM, ERP, and existing systems
  • Chatbots & AI customer support
  • API integrations & data pipelines
Talk to us
STEP 3

AI Agent 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.

  • End-to-end repetitive task automation
  • Multi-system agent orchestration
  • Custom workflow & approval flow design
  • Monitoring dashboard, logs & alerting
  • Gradual automation level tuning
Talk to us

Real-World Results

A sample of outcomes delivered through AI implementation.

Law Firm
70% faster

Contract review time reduced from 40 hours/week to 12. AI handles initial review; attorneys focus on final sign-off.

Generative AI × Document Processing
Customer Support
65% automated

1,300 of 2,000 monthly inquiries handled automatically. Human agents now focus on complex cases only.

AI Chatbot
Manufacturing
3 wks → 2 days

QA report generation reduced from 3 weeks to 2 days. AI analyzes inspection data and drafts reports automatically.

AI × Data Analysis

Why Advanced Agent

Technical depth and end-to-end ownership set us apart from other AI consultants.

01

Deep expertise in leading LLMs

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.

02

Strategy and implementation: same team

When consulting and development are separate teams, proposals don't survive contact with implementation. We own both — and stand behind our recommendations.

03

Small PoCs from JPY 100,000

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.

04

We also advise against AI

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.

05

Security & compliance built in

Data handling policies are designed from day one. We support cloud, on-premise, and air-gapped environments. NDAs executed before any engagement.

How It Works

Start with a free 60-minute consultation. Move to a PoC from JPY 100,000 only when it makes sense.

Step 01
60 min · Free · Online

Free discovery call

Tell us about your challenges. No technical knowledge or prep materials required. We listen, ask questions, and help you articulate where AI may help.

Step 02
Within 3 days

Decide where AI should and should not be used

We map AI opportunities, identify areas where AI should not be forced, model ROI, and present a roadmap with prioritized next steps.

Step 03
JPY 100k+ · 3 days+

PoC & pilot

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.

Step 04
Ongoing support

Full deployment & operations

We build, deploy, monitor, and continuously improve the system. Ongoing tuning, updates, and feature additions are all covered.

Industries & Use Cases

We deliver AI solutions across a wide range of industries.

Legal & Professional Services

Contract review, case research, document drafting automation.

Manufacturing

QA report generation, predictive maintenance, process optimization.

Finance & Insurance

Risk analysis, underwriting support, document processing.

Customer Support

Automated classification, response generation, escalation routing.

HR & Back Office

Candidate screening, approval workflows, expense processing.

Retail, E-commerce & Marketing

Product copy generation, recommendations, inventory forecasting.

Healthcare

Medical document summarization, patient Q&A automation.

Real Estate & Construction

Property listing generation, contract drafting, cost estimation.

Education & Training

Content generation, personalized tutoring AI, progress dashboards.

FAQ

How much does AI consulting typically cost?

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.

Do we need AI expertise on our side to get started?

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.

How do you handle our confidential data?

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.

We want to use ChatGPT internally — where do we start?

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.

Are there cases where we should not introduce AI?

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.

Can you integrate AI with our existing CRM or ERP?

Yes. We have integration experience with Salesforce, HubSpot, SAP, and many others. We design AI additions that minimize changes to existing systems.

What if the PoC doesn't show results?

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.

Do you provide ongoing support after launch?

Yes. Monthly operations plans cover model updates, accuracy tuning, new feature development, and continuous improvement — all from the same team.

How long does a typical engagement take?

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.

Start with a free consultation.

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.