Structuring the world's meaning into a form AI can read.
Food, companies, people — we make the domains AI misreads readable to AI. We build our own products, and our engineers embed in your workplace too.
Free consultation / online, anywhere in Japan / "just mapping things out" is welcome
Organizing the connections of meaning into a form machines can read. The world's information can be written in universal structural patterns.
<h2>Shrimp tempura soba</h2> <p>¥980</p>
"name":"Shrimp tempura soba", "allergens": ["shrimp","wheat","buckwheat"]
The gap is not the tool — it's between the tool and the workplace.
Signed up, but every team still works the old way. Use cases differ by team.
Generic training never closes the gap: "how does this apply to our work?"
Every department is different; IT alone can't cover every floor.
The model US tech giants are now investing in: engineers stationed inside client companies.
Engineers embed within a client company, building AI into each team's actual work, on the spot.
Embeds engineers in client companies to integrate autonomous "AI coworkers".
Reported to have stood up FDE divisions of thousands of engineers.
Embedded, on-site AI adoption for SMEs in Japan — scaled to your size and budget.
The difference is the last step: not "teaching how to use it", but building the state where it is used — on site.
Currently accepting engagements — fully online across Japan, or on site. We stay until your team can run it themselves.
Not a company-wide memo: we enter each team and build for its specific work.
We break down each team's work and split it: what AI takes over, what people keep.
Built and tuned with your real data, right at the desk. Nothing taken away for later.
We connect AI to the systems, Excel files, and chat tools you already use.
We build until your team can fix and run it themselves, then hand it over.
We design an engagement that fits the size of the problem and your budget.
Fully online works: we build live over screen share with your real data. On-site visits also available.
From a few-week sprint to months of embedded support.
We quote after an initial consultation and on-site assessment — the consultation is free.
"Just want a ballpark figure?" — that alone is a fine reason to reach out.
Talk to us — it's freeProducts born from our structuring technology, running in real restaurants and real workflows.
An AI at every table, answering in 130 languages. Live in real restaurants in Fukui and Kanazawa.
omiseai.comA SaaS that auto-generates Japanese subsidy applications with AI.
autowrite.jpAn AI advisor built on the structured thinking of history's great minds, with a "Fusion" mode.
nicomachos.comScores and diagnoses a business against universal evaluation axes.
nicomachos.com/casesA knowledge graph of Japanese food that AI can reference. Building from Fukui's regional cuisine.
Multilingual restaurant websites, structured-data embedding, and AEO.
| Name | NGraph Inc. (株式会社NGraph) |
|---|---|
| CEO | Shingo Takahashi |
| Founded | December 2025 |
| Capital | JPY 3,000,000 |
| Business | Planning, development, and operation of AI products (OMISEAI / AutoWrite and others) FDE-style embedded AI adoption support (on-site engineering, prompt design, system integration, adoption) Multilingual websites and structured data / AEO for restaurants PoC and joint development with companies and government |
From mapping to building to adoption. Consultation is free.
Talk to us — it's free