NGraph
FDE-style AI Adoption Support — Engineers on site

Turn AI into business results.

We understand your work first, build AI into it, and leave it in a form your team keeps using.

Want to try first? — the free 1-minute AI check

We go into the workplace and leave AI in a form that gets used.

  1. STEP 01 Go into the workplace

    See the work, the decisions, the exceptions and the data in use

    Example of seeing a company by its structure: Arche (JA) →
  2. STEP 02 Organize the record

    ABC sorting × status sorting brings scattered information into the Company Brain

  3. STEP 03 Put AI on site

    Install Claude Code / Codex on work PCs and connect them to the record

  4. STEP 04 Start with one task

    Build the first use case, then fix it in use until it sticks

Decisions, procedures and lessons go back into the record, then on to the next task

What we build on site comes back as a pattern.

The record structure and procedures we set up at one company become NGraph's patterns, so the next company can start faster.

  1. 01Build it on your siteAI and records shaped to your work
  2. 02Turn it into a patternABC sorting × status sorting, the Company Brain structure, procedures
  3. 03Start faster at the next companyAdd that company's work on top of the same pattern
The more it is used, the better the pattern gets

From build-and-done to a team that can fix it themselves.

Until now ── Order an app
NGraph ── Come inside and grow it together
01How it's built
Until now Built for you, delivered, done

You hope it fits the work. Every time the work changes, it fits less

NGraph We come inside your company and grow it with you

The person who comes inside learns the work and takes responsibility for results. We add AI tools on top of the tools you use now

02What you get
Until now An app: an asset that ages

It's at its newest the moment it's delivered. From that day it ages, and its value falls

NGraph An asset that builds up in your company and gets smarter

Procedures and rules are kept in a form AI can read. The more they're used, the more your staff refine them, and their value grows. The design documents and data are yours too

03How it's fixed
Until now Request, then wait

A change request travels from staff to vendor to developers, and takes days to weeks to come back. The smaller the fix, the more it gets put off

NGraph Staff × AI fix it on the spot

A procedure is one page of plain text. Staff fix it with AI on the spot, and from the next day everyone's AI works the new way


We don't deliver AI. We build an organization that can fix its own AI.

Start with a free consultation, try it small, then go live.

  1. 01Free consultation and estimate

    We pick one task and set the scope and cost.

    Free
  2. 02PoC (optional)

    We try the first task on site at a small scale. If you go live within one month of finishing, the full PoC fee is credited to the main project.

  3. 03Go live

    We build it into the work and leave it in a form that gets used. Fixed price for a set scope.

  4. 04Ongoing support (optional)

    Maintenance, updates, improvements, and running it for you.

It takes a few weeks to a few months. The cost depends on the task and how far we connect.

Free AI Readiness Check (8 questions, about 1 minute)

Choose your industry and answer 8 questions. Your current position on 5 axes is shown on the spot (no sign-up).

Not comfortable with AI? You're especially welcome.

Shingo Takahashi

Workplace and business

Shingo Takahashi

髙橋 真吾

CEO / AI Planner

Listens to the workplace
and turns it into requirements.

  • Workplace interviews, process design
  • Adoption support, subsidy applications

Planning and building, directly linked

Two people handle your work directly

Matt Chana

Technology and building

Matt Chana

Matthew John Chana

CTO / AI Engineer

Turns requirements
into working AI.

  • About 10 years at a robotics and AI company in Silicon Valley
  • AI agents / RAG / MCP

The person who listens and the person who builds are directly connected.
Nothing lost in relay: the reality on site goes straight into the AI.

Headquartered in Fukui City. In Fukui, Ishikawa and Toyama, we come to your site.

An AI readiness checklist you can use as-is in a meeting.

20 items to check before adopting AI (free PDF).

FREE PDF First page of the AI Readiness Checklist (PDF)

AI Readiness Checklist — 20 items to confirm before adopting AI

One sheet to check "Is our company ready to bring in AI?" without any specialist knowledge.

  • 5 axes (tools, workplace, workflows, people, management) × 4 items each
  • Includes "how to read your result" based on your number of ✓ marks
  • Includes a 3-step "next move" you can start tomorrow (A4, 2 pages)

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Frequently asked questions

Can we ask for help even if we are not comfortable with computers or AI?

Yes. We explain without jargon and you don't need to prepare documents. We work through it while looking at your actual work on site.

What is an FDE (Forward Deployed Engineer)?

A form of support where engineers go inside your company and build AI into the work on site.

How much does it cost?

It depends on the task and how far we connect. Consultation and estimates are free. You can also start with a small optional PoC.

What size and type of company is this for?

Mainly mid-sized and small companies, in any industry. You can start with one department's work.

Do we need to replace our existing business systems?

No. We build AI in between the systems, Excel and chat tools you already use.

How do you handle confidentiality?

If you wish, we sign an NDA before starting and agree in advance on the scope of information we handle.

Free Consultation

It's fine if you "don't know what to ask". We usually reply within 2–3 business days.

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