Technology decisions, through a business lens.

Are you being asked, “Can’t AI make this faster and cheaper?”

Selected clients

Sony Payment Services

Payments & authentication

Japan Post

Large-scale business systems

A JR-group station building operator

Operations & customer-facing systems

Sony Group

Technical consulting / business & investment planning

Kappa Sushi

Payments & O2O (dining)

MASH Holdings

Payments & O2O (apparel)

World Co., Ltd.

Payments & O2O (apparel)

All About

Web system development

Kinko's Japan

Store & order systems

Do these sound familiar?

“We get vendor proposals, but can’t judge whether they really fit us. We keep ordering at the quoted price.”

“We were told AI would make things better — what we got is confusion and cost overruns.”

“Legacy systems are so entangled we don’t know where to start. The team is wearing down.”

A tangle of systems

example
Legacy platformAI adoptionVendor quotesTeam structureBusiness callQuality & securityHiring & evaluation

Where we can help

Overview of the four domains: AI-driven development, legacy modernization, new-domain validation, and payment & auth systems, joined around business × technology judgment, with a research → diagnosis → design → build flow beneath

Adopting AI-driven development

We help you avoid the most common ending: tools nobody uses. We use Claude Code and Codex across all of our own product development and publish our spec-driven workflow as open-source Agent Skills. We rescued a stalled identity-platform project by switching it to AI-driven development, shipping with half the originally planned resources and schedule.

View the OSS: anyoneanderson/agent-skills

Legacy modernization & insourcing

We reduce the risk of breaking what works through assessment and staged migration plans. Deciding what to rebuild and what to keep takes both engineering judgment and investment judgment.

Unproven domains (Web3, DID/VC, and more)

We take on domains nobody else will — starting from the research. DID/VC was one of them: we learned it after being asked, went from studying the standards to designing patent-worthy use cases to building the platform, and became a named inventor on a registered patent (JP7857517) for AI-agent authority delegation. Bringing an unknown domain up to decision-and-implementation grade is what we do.

Payments & identity systems

Fifteen years of payment and O2O systems for Sony Group (consulting), JR-affiliated station retail, Kappa Sushi, Japan Post, and others — including compliance with enterprise security standards and third-party penetration testing. We know how to build systems that must not stop.

Services and pricing

Start small

Start here

60-minute consultation

JPY 30k–50k

AI adoption, technology selection, team structure

AI-Driven Development & Modernization Assessment

JPY 300k–800k

System and process inventory, risk analysis, improvement plan

Project engagements

AI development workflow adoption

JPY 800k–2M

Claude Code / Codex and CI/CD, from rollout to adoption

PoC / MVP development

JPY 1.5M–5M

Rapid validation of new business, AI, and Web3 products

Ongoing engagements

Technical advisory

JPY 300k–800k/mo

Design reviews, technical consultation, direction setting

Fractional CTO / architect

From JPY 1.5M/mo

Acting technology lead: team building, vendor management, key decisions

Independent review

Technical due diligence / vendor review

JPY 800k–3M

Third-party review of code, architecture, team, estimates, and debt

Prices are indicative ranges; a formal quote follows the consultation.

Selected work

Case 01

Rescuing a stalled project

A next-generation identity platform (DID/VC) had stalled in its first iteration. We redesigned the architecture and switched to AI-driven development, shipping the current version with half the original resources and schedule.

Case 02

Payments & O2O for major enterprises

Requirements definition through delivery management for payments and O2O systems at major station-retail, apparel, restaurant, and postal enterprises.

Case 03

Business and investment planning

For Sony Group and others, our consulting covered not just system design but business plans and investment plans for new ventures.

Case 04

Engineer evaluation in the AI era

When AI writes the code, productivity and roles change. Drawing on published experiments from engineering organizations such as OpenAI and the practice of harness engineering, we advised on how evaluation and team structure should evolve.

Read: An introduction to harness engineering
Photo of Keita Sunaga

Keita Sunaga

Representative, ZenChain LLC / CEO, Samurai Inc.

Patent

Co-inventor of JP7857517 (authority delegation to AI agents)

Columns

@IT (solo) and ITmedia (co-authored)

OSS

Spec-driven development Agent Skills (anyoneanderson/agent-skills)

Started as an engineer building ATMs, led e-commerce package development at Digital Garage, then joined e-Cash Inc. (now Pass Co., Ltd.) as board director and executive officer, where he experienced a TSE Mothers listing during his tenure. Founded Samurai Inc. in 2010, received investment from Sony Payment Services, and completed a buyout to NONENTROPY JAPAN in 2024. He has now run the company for 15 years.

Never choose technology on engineering taste alone; never impose business logic that the team can't build. Having been through an IPO as a director and a capital alliance and buyout as a founder, standing between those two perspectives is the job.

Frequently asked questions

Will our confidential information be exposed to AI tools?
We operate with training opt-out settings, and we've built custom hooks that prevent AI tools from sending confidential information externally, configured per engagement. This will be published as our AI usage policy, so you can review it against your security standards before contracting.
Can we start small?
Yes. You can stop after the 60-minute consultation, and the assessment is a self-contained deliverable on its own.
Can you work on-site or five days a week?
On-site residency is not offered in principle. In-person meetings are possible unless the location is remote. Five-day engagements depend on available capacity at the time — please ask during the consultation.
Can you do the development itself?
Up to PoC / MVP scale, we build it ourselves. For larger builds, we can help through in-house team design or vendor selection and management — let's discuss.

Sixty minutes is enough to map the path.

Bring it before it’s fully formed.

Book a 60-min consultation