Working with AI,as an open experiment.

We design businesses and run them with AI.
This company is our experiment.

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01 — The company

Humans and AI, working together.

cyborg21's edge is a system that keeps quality high even when AI does the work.

What AI produces is checked twice, by software and by a second AI, and a human keeps only the final call. That is how one human and a team of AI run several businesses in parallel.

AIRecordAIDraftAIAuto-checkAIAI review Human
  • 5checks on AI's work
    • Record
    • AI drafts
    • Software checks
    • Second AI checks
    • Human decides
  • 90%when AI acts alone
    • 90%+ confident
    • Can be undone
    • No money moves
    • Nothing goes outside
  • 3human-only calls
    • How we organize
    • Big money
    • Anything going outside

02 — Hire

What you can ask for.

An idea on paper or a business that has stalled. We rebuild it from the structure up.

  • Business structure design

    Who you sell to, what, how, and where the profit comes from — broken down into numbers and assumptions.

  • Launch and exit decisions

    We set the criteria for starting and for stopping before we begin.

  • M&A (DD to PMI)

    From evaluating an investment to running the business after integration.

  • CRM, e-commerce, OMO

    Membership and repeat design, logistics and inventory, store and online combined.

  • AI strategy & implementation

    Designing AI into an organization and making it actually run. This company is the example.

  • Advisory

    Monthly or more often. A sparring partner for management and new business.

  • Talks

    AI, organizations, and how businesses are built.

  • Projects

    A fixed scope and outcome, worked through together.

Get in touch

03 — Track record

28 years of business design.

From video production to online advertising, e-commerce, travel, media, retail digital and corporate new business. The common thread: designing the structure of a business.

Industries (overlapping periods included)

In every industry, the job was launching new businesses

  • Video7yrs
  • Advertising2.2yrs
  • E-commerce & travel9yrs
  • Media2.4yrs
  • Retail digital6.5yrs
  • Manufacturing2.8yrs
  1. 1998–2005

    Video production (IMAGICA and others)

    Assistant director, systems engineer, producer

    DVD authoring at IMAGICA; produced video for trade-show booths and dome concert tours; later, video and talks for a global brand.

  2. 2005–2007

    Major advertising agency

    Digital business for TV broadcasters

    Drove digital operations for TV broadcasters.

  3. 2007–2016

    Rakuten

    Rakuten Travel CRM / Head of Highway Bus

    Designed membership and repeat programs; led the highway bus business from 2014.

  4. 2016–2018

    Microsoft

    Product Manager

    Microsoft News for Japan, Thailand and Indonesia.

  5. 2019–2025

    XEBIO (contract)

    Associate Officer / Head of Digital New Business

    Oversaw e-commerce, CRM, logistics, inventory and OMO.

  6. 2024–2026

    KOKUYO

    Head of the Innovation Center

    Led new-business launches inside a large company (Jan 2024 – Sep 2026).

  7. 2023–

    cyborg21

    Representative Director & CEO

    Designing and running businesses with AI.

Now

Speaker: JAPAN & AI SUMMIT 2026, “RECRUITING & AI” (Aug 2026, Toranomon Hills Forum)

04 — How it works

Humans decide.
AI runs.

  1. 01

    Record

    Instructions, decisions and deliverables all go into one ledger. Chats disappear; the record stays.

  2. 02

    AI drafts

    AI in defined roles reads the record and moves research, drafts and estimates forward without waiting for a human.

  3. 03

    Checked twice

    Everything passes an automated check and a review by a second AI that did not make it.

  4. 04

    Human decides

    A human makes only the final call, against criteria set before the results are known.

05 — What’s next

What we ship next.

We use it ourselves first, and release what works.

  • Screens from the working prototype
    Screens from the working prototype
    Prototype

    bucciless

    From scheduling to splitting the bill. No typing: AI reads your photos and messages.

  • Testing

    Spotting what feels off

    People catching what feels off in AI answers, and fixing it.

  • Running in-house

    Running a company with AI

    This company is the test bed. We will open the system to others in time.

  • Paper trading

    Stock selection model

    Investment decisions made by rules and data alone, tested on paper first.

  • Concept

    Okinawa: primary industry

    Bringing bookkeeping and decision systems to primary industry in Okinawa.

  • Concept image at the planning stage (AI-generated)
    Concept image at the planning stage (AI-generated)
    Concept

    Okinawa: a small inn

    A small inn for one group a day, with a sauna. Now in concept.

06 — Writing

Experiments, shared openly.

What we tried and what failed. Only first‑hand information, on note and X (in Japanese).

Donan Noka

07 — Profile

Where the name comes from.

野底 土南二・一

Representative Director & CEO, cyborg21 Inc.

Born in Naha, Okinawa. Graduated from Okinawa Shogaku High School and Hosei University (Economics). Has studied machine learning since 2014 and has ridden BMX since primary school. Preparing to move his base from Shibuya, Tokyo, to Okinawa.

The stamina to keep going for hours once I focus, and decisions driven by numbers. People often told me I wasn’t human.

I turned that into a joke: cyborg. Then I added 21, from the “二・一” (two-one) in my name.

My father (pen name: Donan)
“Donan” comes from the pen name my father wrote under.My father (pen name: Donan)

“People and AI,
learning and growing together.”

08 — Contact

Let’s talk.

Send us a message through the form, or by email.

Get in touch

Company
cyborg21 Inc.
Founded
January 16, 2023
CEO
Donan Noka
Business
Planning, building and running AI‑oriented businesses
Email
donan21@cyborg21.io