An AI agent that carries
work through to completion.

Atsum AI connects documents, spreadsheets, email, and existing systems so an agent can research, draft, update, and hand work forward in the context of your business.

Data formats handled*
10×+
Data processing speed**
~58×
Answer accuracy***
~3.2×
Five layers: Data Library, Meaning Layer and Think Layer form Base Factory; Decision Layer and Action Layer connect insights to execution.

* Compared with general-purpose AI. ** Compared using a 10,000-page PDF. *** Compared with a knowledge-graph-based configuration. Results vary by measurement conditions.

Product structure

An ontology-based AI agent platform that learns from company knowledge and decision criteria, connecting data preparation, analysis, decisions and execution.

Action Layer

AI executes the decisions made by people or AI.

Decision Layer

People or AI make decisions using insights and business criteria.

Base Factory

Think Layer

Analyze information in context to generate insights.

Meaning Layer

Add meaning and relationships to structured information through an ontology that AI can understand.

Data Library

Structure company knowledge from existing systems, documents, ledgers and drawings.

Q.What is an AI agent, and why does it matter now?

A.It is not a chatbot—it is AI that can execute work. It is becoming an important way to raise productivity and competitiveness.

Japan is projected to face a shortfall of roughly 3.4 million workers by 2030. Businesses that deploy AI agents can reduce repeat work and serve more customers with the people they already have. In an OECD survey of more than 5,000 SMEs, 65% of GenAI users reported better employee performance, 35% said it helped them scale, 29% said it helped them compete with larger businesses, and 26% reported higher revenue.12

Q.Is simply adopting an AI agent enough?

A.No. Unless the five challenges are addressed, costs can rise without producing results.

The companies that do not see results are rarely blocked by the model alone. They stop where work, data, and operations have not been prepared to let an agent act.23

Why AI fails to create value in the field

  1. Workflow redesign

    Only 21% of GenAI adopters have fundamentally redesigned their workflows, so people ultimately still have to complete the work.4

  2. Disconnected data and systems

    Because data and existing systems remain disconnected, AI cannot access the information it needs to complete a workflow.5

  3. No operational owner

    Because nobody owns day-to-day operation, the people and process improvements that let AI scale never take hold.3

  4. Unclear authority and accountability

    Because authority, security, and accountability are unclear, important work cannot be safely delegated to an agent.6

  5. No measurement and improvement loop

    Because results are not measured and improved, AI never becomes embedded in daily work and remains a pilot.4

Q.How can those issues be solved?

A.We provide a Data / AI Agent platform service designed to solve them.

  1. Workflow-specific agent design

    Our field team breaks down repeat work and defines the agent’s role, decision rules, execution scope, and escalation conditions for your company.

  2. Data connectivity for real work

    We connect more than 10 times the data formats handled by general-purpose AI tools, including the documents, spreadsheets, images, audio, and systems that make up a workflow.

  3. Hands-on operating support

    A field team centered on University of Tokyo students stays close to real usage and improves fit with the work after launch.

  4. A trustworthy AI control layer

    Senior engineers with experience implementing large-scale security systems design access rights, approval points, and exception handoffs so that people retain control.

  5. Measured execution performance

    We manage speed, accuracy, exceptions, and correction rates as operating metrics—translating up to 58-times faster processing and up to 3.2-times higher answer accuracy into business outcomes.

Discuss AI for your business workflows.

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