#Japan #Tokyo #DATAFLUCT #IT Trend EXPO #Hayato Kumemura

AI Investment Insights: Transforming Data Design

On March 5, 2026, DATAFLUCT's CEO, Hayato Kumemura, will participate in the online segment of IT Trend Expo 2026 Spring, presenting his insights on how businesses can elevate their AI investments by focusing on effective data design. Despite the rapid adoption of generative AI technologies, many organizations struggle to reach practical accuracy levels, getting stuck in proof of concept phases. This session will provide actionable strategies for overcoming these pitfalls and achieving successful AI implementations.

The Challenge of Unstructured Data

Today, approximately 80% of organizational data is unstructured, comprising formats like videos, audio, and textual documents. The ability to integrate this unstructured data into a `contextual framework` enables businesses to evolve AI tools from simple utilities into intelligent agents capable of making autonomous decisions. Kumemura aims to convey the importance of converting raw data into a format that AI can comprehend, termed a `semantic map or ontology`.

Key Themes of the Presentation

During the presentation, Kumemura will explore several critical aspects, including:

1. The Essence of Context Engineering: This part will highlight how organizations can cross the boundaries of mere data retrieval to establish a comprehensive knowledge graph and taxonomy for multi-modal data, essentially equipping their AI systems with a robust brain.

2. Specialized AI Agents: Here, the focus will shift to developing autonomous agents that are tailored for specific business processes such as supply chain management (SCM) and economic analysis—challenging the limitations of generalized language models.

3. 2026 Implementation Standards: Kumemura will present integrated solutions that combine small model distributed processing with GUI operations, allowing for self-sustaining functionalities that are independent of model performance.

Success Through Contextual Design

The year 2026 will mark a paradigm shift in how AI is implemented within organizations. The distinct factor that will determine success will be the design of context rather than merely the underlying model. Kumemura’s insights are pivotal for all AI leaders aiming to steer their initiatives towards fruitful outcomes. This session promises to equip attendees with the necessary foundations to navigate the challenges associated with unstructured data and derive actionable insights for their enterprises.

About Hayato Kumemura

Hayato Kumemura has accrued notable experience in leveraging data for new business ventures across multiple organizations, including Benesse, Macromill, and Recruit. In 2018, he founded FACTORIUM, a company focused on aiding large enterprises in maximizing their data potential, and has since supported over 70 digital transformation projects. In 2019, he established DATAFLUCT, a data science studio that has launched over 30 AI services, contributing to the development of more than 35 new business initiatives.

Event Details

• - Session Title: Winning with Context Over Models: Implementing AI Agents Using Unstructured Data
• - Date: March 5, 2026, 5:45 PM to 6:10 PM (JST)
• - Location: Online (within IT Trend Expo)
• - Cost: Free (Registration Required)

About DATAFLUCT

Founded in 2019 and headquartered in Shibuya, Tokyo, DATAFLUCT aims to transform overlooked data into meaningful value, addressing social challenges through their expertise in utilizing multi-modal data. The company prides itself on enabling sustainable decision-making processes backed by comprehensive data analysis and business solutions designed to meet international standards, emphasizing the importance of unstructured data in the new age of AI business applications.

As the world moves toward a more data-driven future, the need for enhanced contextual understanding will be critical. Don't miss the opportunity to learn from one of the leading voices in AI investment strategy by registering for the upcoming session at IT Trend Expo.