Enterprise AI Turn your company's context into AI power

AI is the engine.
Context is the fuel.

Deploying tools alone does not make AI work. Our job is to shape your operational context into a form AI can use. We have delivered results across 37 companies and 2,500 professionals, including publicly listed enterprises.

37+
Companies served (incl. listed enterprises)
2,500+
Training participants
300+
Webinar attendees
7+
Industries covered
Compatible with every
major AI service
Multi-AI support, with no dependence on any single tool
ClaudeClaude
ChatGPTChatGPT
Microsoft CopilotMicrosoft Copilot
GeminiGemini
PerplexityPerplexity
Notion AINotion AI
GitHub CopilotGitHub Copilot
News Updates
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Why Now Why act now

OpenAI and Anthropic alike.
The very companies that built AI are now moving into adoption support.

95%
About 95% of enterprise generative-AI initiatives stall without ever producing results.Source: MIT, 2025

No one understands this reality better than the model developers themselves. In 2026, OpenAI is hiring hundreds of deployment consultants and has formed major partnerships with the likes of McKinsey, BCG, and Accenture. Anthropic, too, has partnered with leading consulting firms and is rapidly building out a large-scale partner network.

Why are the very creators of AI investing so heavily in "adoption support"? The answer is simple. The tools are already more than capable enough.

What separates success from failure is not the performance of the AI.
It is the adoption design that feeds your business context into AI.

The Problem Challenges

Does any of this sound familiar?

You signed up for ChatGPT or Copilot, but only a handful of employees actually use it.
The PoC is complete — yet there is no clear path to company-wide rollout.
Leadership is championing AI, but teams on the ground don't know where to start.
The tools are deployed, but working hours haven't gone down.
If even one of these applies, there's room for context engineering.

In most cases, the reason AI fails to deliver is not the tool. The root cause is that your organization's operational knowledge, decision criteria, and decision-making processes have never been put into a form AI can use. We call solving this "context engineering."

Our Approach Our strengths

Context engineering is
the foundation of the AI era.

Operations manuals, tacit knowledge, decision criteria, internal terminology, approval workflows — these are all "context." People share them naturally with one another, but you cannot hand them to AI as-is. We are a team of specialists who shape that context into a form AI can understand and put to work.

What a "Context Pack" looks like once organized (sample)
Context Pack / SalesReady
Proposal & quote procedures42
Discount & credit criteriaApproved
Internal terms & glossary318
Past deals & loss reasons1,204
01

Deep expertise in context engineering

A proprietary method for shaping operational knowledge, decision criteria, and unwritten rules into a form AI can use. Before choosing a tool, we start with the context.

02

End-to-end support for major AI tools, from rollout to adoption

For Microsoft Copilot, Claude Code, ChatGPT, Gemini, and more, we handle everything from tool selection and setup to security design and lasting adoption. We are not tied to any single tool.

03

A proven track record across 37 companies and 2,500 professionals

A versatile framework that has delivered results regardless of industry — pharmaceuticals, construction, chemicals, food, IT, entertainment, and beyond.

Results Case studies

37 companies, 2,500 professionals.
We have delivered results across every industry.

Ideation Time
1hour
From idea generation to convergence, fully completed
PICKUPChemicals / Materials

Reinventing new-materials ideation

TSE Prime-listed diversified chemical manufacturer
Before

Finding applications for new materials depended on researchers' experience and intuition — a success rate of just 3 in 1,000. Combining speed and scale was nearly impossible.

After
  • Established a method that takes ideation from generation to convergence in one hour
  • A business-model patent application is now pending
  • AI surfaced new applications the company could not have reached on its own
Voice Client voices

Real voices from the field.

Client Sakura Internet Inc. …and 37 companies in total, including publicly listed enterprises, that we have supported.

The search for new-material applications used to rely on experience and intuition; now we get multiple ideas in an hour. The breadth of thinking we could never reach on our own has clearly expanded.

C
Manager, R&D DivisionTSE Prime-listed diversified chemical manufacturer
Engagement: Generative-AI consulting (R&D)

Market research we used to outsource is now something we can run in-house. Outsourcing costs dropped, but more than that, the very speed of our decision-making has changed.

P
DX Promotion Dept.Major foreign-affiliated pharmaceutical company
Engagement: Generative-AI consulting + in-house training

They helped us untangle the personalized, scattered decision criteria and operational knowledge, one piece at a time, into a form AI can use. With our once-fragmented assumptions aligned, our teams now operate from the same page — and that, above all, is the real value.

M
General Manager, Corporate PlanningMid-sized manufacturer
Engagement: Generative-AI consulting (context engineering)
Services Services

What we do

We connect generative AI to results for your business.

01

Generative-AI consulting

Hands-on support for your AI adoption — from context engineering and workflow design to lasting adoption across your organization, all in one engagement.

See program details →
Kotaro Furuno - CEO, TechWorker Inc.
Message From our CEO

Kotaro Furuno

CEO, TechWorker Inc. @koutarou_furuno

We are not a company that sells AI tools. We shape a company's operational knowledge, decision criteria, and unwritten rules — its "context" — into a form that can be handed to AI. We specialize in this context engineering, and we have supported 37 companies, including publicly listed enterprises, and 2,500 professionals. Our job is to create the conditions in which the work itself is fundamentally transformed by AI.
Toshiyuki Yamamoto - Director, TechWorker Inc.
Director Director

Toshiyuki Yamamoto

Director, TechWorker Inc.
Founder of Chatwork Inc. / CEO of Power Angels / Representative Director, Japan Angel Investors Association

No matter how excellent the technology, it will never be used inside a company without someone to connect it to the real context of the work on the ground. TechWorker will serve as that bridge, advancing AI adoption across Japanese enterprises.
FAQ Frequently asked questions

Frequently asked questions

Not at all. We support you end-to-end, from training through to workflow implementation. No specialist knowledge is required.

We support all major tools, including Claude, ChatGPT, and Microsoft Copilot. We are not tied to any single tool.

Yes. Our 37 engagements include TSE Prime-listed companies, and we handle organization-wide design and rollout.

Company Company overview

Company overview

Free Resources Free resources

We share field-tested insights, free of charge.

Get your AI to the point where it delivers.

We don't stop at deploying the tools. With methods honed across 37 companies and 2,500 professionals,
we partner with you in earnest until your teams are producing real results.