We structure the meaning of the real world into a form AI can read.
Our engineers go into each client's workplace and, together with the staff, build systems that keep AI in everyday use.
The world's information can be written in universal structural patterns. We apply how people grasp meaning and make judgments to three foundations called Nicomachos Graph.
The shared design principle is Human-in-the-loop (HITL): experts who know each field firsthand check and approve the primary information. Instead of AI guesses, we build the mechanism itself that produces verified primary data, or VAD (Verified Authentic Data).
Chat:
Closing date is the 25th from next month
"decision":"Expense closing date = 25th", "date":"2026-09-01", "source":"Management meeting minutes", "status":"Verified"
We break dishes down into ingredients, cooking methods, allergens, and cultural background, and structure them. As primary data confirmed by the restaurant owner (VAD), it becomes "correct food data" that lets AI answer accurately without guessing.
The public food schema (NFG) →We structure a business, its value creation, and its sustainability along universal evaluation axes. A company data foundation that measures, in numbers, which businesses get chosen in the AI era.
Company Analysis (Arche) (JA) →We structure the judgments and thinking of great figures along multiple axes, preserving a "map of human knowledge" as data for decision-making.
In practice for evaluating people (Teles) →
One who turns the workplace into requirements, one who turns requirements into AI
Field / Business
Shingo Takahashi
髙橋 真吾
CEO / AI Planner
Listens to the workplace
and writes the requirements.
Planning and building, directly linked
Handled directly by the two of us
Technology / Implementation
Matt Chana
Matthew John Chana
CTO / AI Engineer
Turns requirements
into working AI.
The person who listens and the person who builds work directly together.
Nothing lost in the hand-off: the reality of the workplace goes straight into AI.
| Company name | NGraph Inc. |
|---|---|
| Representative | Shingo Takahashi, CEO (Representative Director) |
| Address | Laforet Kitano 201, 1-124 Toiyacho, Fukui City, Fukui 918-8231, Japan |
| Founded | December 2025 |
| Capital | ¥3,000,000 |
| Business | FDE-style hands-on AI adoption support (on-site work, prompt design, system integration, in-house adoption) Development and provision of a foundation that turns a company's knowledge and decisions into records AI can read (Company Brain) Research and development of Nicomachos Graph (NCG / NFG / NHG), a foundation for structuring company, food, and people data Planning, development, and operation of AI products (AutoWrite, Teles, and others) Multilingual support for restaurants, and embedding structured data in existing websites / AEO (answer engine optimization) PoCs and joint development for companies and government |